Deep Neural Newsvendor

We consider a data-driven newsvendor problem, where one has access to past demand data and the associated feature information. We solve the problem by estimating the target quantile function using a deep neural network (DNN). The remarkable representational power of DNN allows our framework to incorporate or approximate various extant data-driven models. We provide theoretical guarantees in terms of excess risk bounds for the DNN solution characterized by the network structure and sample size in a non-asymptotic manner, which justify the applicability of DNNs in the relevant contexts. Specifically, the convergence rate of the excess risk bound with respect to the sample size increases in the smoothness of the target quantile function but decreases in the dimension of feature variables. This rate can be further accelerated when the target function possesses a composite structure. Compared to other typical models, the nonparametric DNN method can effectively avoid or significantly reduce the model misspecification error. In particular, our theoretical framework can be extended to accommodate the data-dependent scenarios, where the data-generating process is time-dependent but not necessarily identical over time. Finally, we apply the DNN method to a real-world dataset obtained from a food supermarket. Our numerical experiments demonstrate that (1) the DNN method consistently outperforms other alternatives across a wide range of cost parameters, and (2) it also exhibits good performance when the sample size is either very large or relatively limited

Triplet Contrastive Learning for Unsupervised Vehicle Re-identification

Part feature learning is a critical technology for finegrained semantic understanding in vehicle re-identification. However, recent unsupervised re-identification works exhibit serious gradient collapse issues when directly modeling the part features and global features. To address this problem, in this paper, we propose a novel Triplet Contrastive Learning framework (TCL) which leverages cluster features to bridge the part features and global features. Specifically, TCL devises three memory banks to store the features according to their attributes and proposes a proxy contrastive loss (PCL) to make contrastive learning between adjacent memory banks, thus presenting the associations between the part and global features as a transition of the partcluster and cluster-global associations. Since the cluster memory bank deals with all the instance features, it can summarize them into a discriminative feature representation. To deeply exploit the instance information, TCL proposes two additional loss functions. For the inter-class instance, a hybrid contrastive loss (HCL) re-defines the sample correlations by approaching the positive cluster features and leaving the all negative instance features. For the intra-class instances, a weighted regularization cluster contrastive loss (WRCCL) refines the pseudo labels by penalizing the mislabeled images according to the instance similarity. Extensive experiments show that TCL outperforms many state-of-the-art unsupervised vehicle re-identification approaches. The code will be available at https://github.com/muzishen/TCL.Comment: Code: https://github.com/muzishen/TC

Taxonomic changes suggested by the genomic analysis of Hesperiidae (Lepidoptera)

Our expanded efforts in genomic sequencing to cover additional skipper butterfly (Lepidoptera: Hesperiidae) species and populations, including primary type specimens, call for taxonomic changes to re­store monophyly and correct misidentifications by moving taxa between genera and proposing new names. Reconciliation between phenotypic characters and genomic trees suggests three new tribes, two new sub­tribes, 23 new genera, 17 new subgenera and 10 new species that are proposed here: Psolosini Grishin, new tribe (type genus Psolos Staudinger, 1889), Ismini Grishin, new tribe (type genus Isma Distant, 1886), Eetio­nini Grishin, new tribe (type genus Eetion de Nicéville, 1895), Orphina Grishin, new subtribe (type genus Orphe Godman, 1901), Carystoidina Grishin, new subtribe (type genus Carystoides Godman, 1901), Fulvatis Grishin, new genus (type species Telegonus fulvius Plötz, 1882), Adina Grishin, new genus (type species Nascus adrastor Mabille and Boullet, 1912), Ornilius Grishin, new genus (type species Ornilius rotundus Grishin, new species), Tolius Grishin, new genus (type species Antigonus tolimus Plötz, 1884), Lennia Grishin, new genus (type species Leona lena Evans, 1937), Trida Grishin, new genus (type species Cyclopides barberae Trimen, 1873), Noxys Grishin, new genus (type species Oxynthes viricuculla Hayward, 1951), Gracilata Grishin, new genus (type species Enosis quadrinotata Mabille, 1889), Hermio Grishin, new genus (type species Falga ? hermione Schaus, 1913), Eutus Grishin, new genus (type species Cobalus rastaca Schaus, 1902), Gufa Grishin, new genus (type species Phlebodes gulala Schaus, 1902), Godmia Grishin, new genus (type species Euroto chlorocephala Godman, 1900), Rhomba Grishin, new genus (type species Eutychide gertschi Bell, 1937), Rectava Grishin, new genus (type species Megistias ignarus Bell, 1932), Contrastia Grishin, new genus (type species Hesperia distigma Plötz, 1882), Mit Grishin, new genus (type species Mna­sitheus badius Bell, 1930), Picova Grishin, new genus (type species Vorates steinbachi Bell, 1930), Lattus Grishin, new genus (type species Eutocus arabupuana Bell, 1932), Gubrus Grishin, new genus (type species Vehilius lugubris Lindsey, 1925), Koria Grishin, new genus (type species Hesperia kora Hewitson, 1877), Corta Grishin, new genus (type species Eutychide lycortas Godman, 1900), Calvetta Grishin, new genus (type species Hesperia calvina Hewitson, 1866), Oz Grishin, new genus (type species Astictopterus ozias Hewitson, 1878), Praxa Grishin, new subgenus (type species Nascus prax Evans, 1952), Bron Grishin, new subgenus (type species Papilio broteas Cramer, 1780), Turis Grishin, new subgenus (type species Pyrgus (Scelothrix) veturius Plötz, 1884), Tiges Grishin, new subgenus (type species Antigonus liborius Plötz, 1884), Ocrypta Grishin, new subgenus (type species Notocrypta caerulea Evans, 1928), Tixe Grishin, new subgenus (type species Cobalus quadrata Herrich-Schäffer, 1869), Nycea Grishin, new subgenus (type species Pamph­ila hycsos Mabille, 1891), Nausia Grishin, new subgenus (type species Oenus [sic] nausiphanes Schaus, 1913), Flor Grishin, new subgenus (type species Stomyles florus Godman, 1900), Geia Grishin, new subgenus (type species Pamphila geisa Möschler, 1879), Rotundia Grishin, new subgenus (type species Enosis schausi Mielke and Casagrande, 2002), Volus Grishin, new subgenus (type species Eutocus volasus Godman, 1901), Pseudo­papias Grishin, new subgenus (type species Papias tristissimus Schaus, 1902), Septia Grishin, new subgenus (type species Justinia septa Evans, 1955), Brasta Grishin, new subgenus (type species Lychnuchus brasta Ev­ans, 1955), Bina Grishin, new subgenus (type species Cobalus gabina Godman, 1900), Balma Grishin, new subgenus (type species Carystoides balza Evans, 1955), Ornilius rotundus Grishin, new species (type locality in Brazil: Santa Catarina), Salantoia metallica Grishin, new species (type locality in Guyana: Acarai Mts.), Dyscophellus australis Grishin, new species (type locality in Paraguay: Sapucay), Dyscophellus basialbus Grishin, new species (type locality in Brazil: Rondônia), Telegonus subflavus Grishin, new species (type lo­cality in Ecuador: Riobamba), Decinea colombiana Grishin, new species (type locality in Colombia: Bogota), Lerema lucius Grishin, new species (type locality in Panama: Colón), Cynea rope Grishin, new species (type locality in Nicaragua: Chontales), Lerodea sonex Grishin, new species (type locality in Peru: Cuzco), and Metiscus goth Grishin, new species (type locality in Costa Rica). Lectotypes are designated for the following 17 taxa: Telegonus gildo Mabille, 1888, Netrocoryne damias Plötz, 1882, Telegonus erythras Mabille, 1888, Te­legonus galesus Mabille, 1888, Eudamus cretellus Herrich-Schäffer, 1869, Leucochitonea chaeremon Mabille, 1891, Antigonus aura Plötz, 1884, Pamphila voranus Mabille, 1891, Hesperia pupillus Plötz, 1882, Cobalus lumina Herrich-Schäffer, 1869, Cobalus stigmula Mabille, 1891, Megistias isus Godman, 1900, Cobalopsis la­tonia Schaus, 1913, Pamphila nubila Mabille, 1891, Metiscus atheas Godman, 1900, Mnasalcas amatala Schaus, 1902, and Hesperia ina Plötz, 1882. The lectotype of Hesperia infuscata Plötz, 1882 is invalid because it does not agree with the original description and illustration by Plötz, is not from the locality listed in the original description, and therefore is not a syntype. Neotypes are designated for the following five taxa: Te­legonus corentinus Plötz, 1882, Hesperia dido Plötz, 1882, Hesperia distigma Plötz, 1882, Hesperia infuscata Plötz, 1882, and Hesperia pruinosa Plötz, 1882. As a result, the following five taxa are junior objective syn­onyms: Telegonus diophorus Möschler, 1883 of Telegonus corentinus Plötz, 1882, Pamphila puxillius Mabille, 1891 of Hesperia pupillus Plötz, 1882, Cobalus stigmula Mabille, 1891 of Hesperia distigma Plötz, 1882, Mna­salcas amatala Schaus, 1902 of Hesperia infuscata Plötz, 1882, and Hesperia pruinosa Plötz, 1882 of Hesperia uza Hewitson, 1877. Morys valerius valda Evans, 1955 is fixed as the type species of Morys Godman, 1900, and Pamphila compta Butler, 1877 is reaffirmed as the type species of Euroto Godman, 1900. Furthermore, the following taxonomic changes are suggested. Prosopalpus Holland, 1896, Lepella Evans, 1937, and Creteus de Nicéville, 1895 are placed in Aeromachini Tutt, 1906. Triskelionia Larsen and Congdon, 2011 is trans­ferred from Celaenorrhinini Swinhoe, 1912 to Tagiadini Mabille, 1878. Kobelana Larsen and Collins, 2013 is transferred from Tagiadini Mabille, 1878 to Celaenorrhinini Swinhoe, 1912. The following nine genus-group names are resurrected from synonymy and treated as valid genera: Abaratha Moore, 1881 (not in Caprona Wallengren, 1857), Bibla Mabille, 1904 (not in Taractrocera Butler, 1870), Kerana Distant, 1886 and Tamela Swinhoe, 1913 (not in Ancistroides Butler, 1874), Metrocles Godman, 1900 (not in Metron Godman, 1900), Alerema Hayward, 1942 (not in Tigasis Godman, 1900), Metiscus Godman, 1900 (not in Enosis Mabille, 1889), Vistigma Hayward, 1939 (not in Phlebodes Hübner, [1819]), and Mnasalcas Godman, 1900 (not in Mnasitheus Godman, 1900). The genus-group names Daimio Murray, 1875 and Pterygospidea Wallengren, 1857 are resurrected from synonymy and treated as valid subgenera of Tagiades Hübner, [1819]. We con­firm Apallaga Strand, 1911 as a valid genus. The following 24 genera are placed as subgenera, new status: Pseudonascus Austin, 2008 of Nascus Watson, 1893; Albiphasma Huang, Chiba, Wang and Fan, 2016 of Pin­tara Evans, 1932; Ctenoptilum de Nicéville, 1890 of Tapena Moore, [1881]; Odontoptilum de Nicéville, 1890 of Abaratha Moore, 1881; Caprona Wallengren, 1857 of Abantis Hopffer, 1855; Timochreon Godman and Salvin, 1896 of Zopyrion Godman and Salvin, 1896; Pulchroptera Hou, Fan and Chiba, 2021 of Heteropterus Duméril, 1806; Stimula de Nicéville, 1898 of Koruthaialos Watson, 1893; Udaspes Moore, [1881] and No­tocrypta de Nicéville, 1889 of Ancistroides Butler, 1874; Cravera de Jong, 1983 of Xeniades Godman, 1900; Cobaloides Hayward, 1939 of Oligoria Scudder, 1872; Saniba O. Mielke and Casagrande, 2003 of Psoralis Mabille, 1904; Quinta Evans, 1955 of Cynea Evans, 1955; Styriodes Schaus, 1913 and Remella Hemming, 1939 of Mnasicles Godman, 1901; Repens Evans, 1955 of Eprius Godman, 1901; Morys Godman, 1900 of Lerema Scudder, 1872; Enosis Mabille, 1889 of Lychnuchus Hübner, [1831]; Penicula Evans, 1955 of Vistigma Hay­ward, 1939; Mnasinous Godman, 1900 of Methionopsis Godman, 1901; and Moeros Evans, 1955, Argon Evans, 1955, and Synale Mabille, 1904 of Carystus Hübner, [1819]. The following 20 genera are treated as junior subjective synonyms: Leucochitonea Wallengren, 1857 of Abantis Hopffer, 1855; Sapaea Plötz, 1879 and Ne­trobalane Mabille, 1903 of Caprona Wallengren, 1857; Parasovia Devyatkin, 1996 of Sebastonyma Watson, 1893; Pemara Eliot, 1978 of Oerane Elwes and Edwards, 1897; Ankola Evans, 1937 of Pardaleodes Butler, 1870; Arotis Mabille, 1904 of Mnaseas Godman, 1901; Chalcone Evans, 1955, Hansa Evans, 1955, and Proper­tius Evans, 1955 of Metrocles Godman, 1900; Jongiana O. Mielke and Casagrande, 2002 of Cobaloides Hayward, 1939; Pamba Evans, 1955 of Psoralis Mabille, 1904; Brownus Grishin, 2019 of Styriodes Schaus, 1913; Mnasilus Godman, 1900 of Papias Godman, 1900; Sucova Evans, 1955 of Mnasitheus Godman, 1900; Pyrrhocalles Mabille, 1904 and Asbolis Mabille, 1904 of Choranthus Scudder, 1872; Miltomiges Mabille, 1903 of Methionopsis Godman, 1901; Sacrator Evans, 1955 of Thracides Hübner, [1819]; and Lychnuchoides God­man, 1901 of Perichares Scudder, 1872. Arunena Swinhoe, 1919 is a junior subjective synonym of Stimula de Nicéville, 1898 (not of Koruthaialos Watson, 1893). The following 27 names are species-level taxa (some in new combinations) reinstated from synonymy: Salantoia gildo (Mabille, 1888) (not Salatis cebrenus (Cra­mer, 1777)), Bungalotis corentinus (Plötz, 1882) (not Bungalotis midas (Cramer, 1775)), Telegonus cretellus (Herrich-Schäffer, 1869) (not Telegonus cassander (Fabricius, 1793)), Santa palica (Mabille, 1888) (not Chio­thion asychis (Stoll, 1780)), Camptopleura cincta Mabille and Boullet, 1917 (not Camptopleura auxo (Möschler, 1879)), Camptopleura orsus (Mabille, 1889) (not Nisoniades mimas (Cramer, 1775)), Metron voranus (Ma­bille, 1891) and Metron fasciata (Möschler, 1877) (not Metron zimra (Hewitson, 1877)), Limochores catahorma (Dyar, 1916) (not Limochores pupillus (Plötz, 1882)), Pares viridiceps (Mabille, 1889) (not Thoon modius (Ma­bille, 1889)), Tigasis wellingi (Freeman, 1969) (not Tigasis arita (Schaus, 1902)), Rectava sobrinus (Schaus, 1902) (not Papias phainis Godman, 1900), Nastra subsordida (Mabille, 1891) (not Adlerodea asema (Mabille, 1891), previously in Eutychide Godman, 1900), Lerema pattenii Scudder, 1872 (not Lerema accius (J. E. Smith, 1797)), Lerema (Morys) ancus (Möschler, 1879) (not Cymaenes tripunctus theogenis (Capronnier, 1874)), Cobalopsis zetus (Bell, 1942) (not Cobalopsis nero (Herrich-Schäffer, 1869)), Lerema (Geia) etelka (Schaus, 1902) (not Lerema (Geia) geisa (Möschler, 1879), previously in Morys Godman, 1900), Cymaenes isus (God­man, 1900) (not Cymaenes trebius (Mabille, 1891)), Vehilius labdacus (Godman, 1900) (not Vehilius inca (Scudder, 1872)), Papias amyrna (Mabille, 1891) (not Papias allubita (Butler, 1877), previously in Mnasilus Godman, 1900), Papias integra (Mabille, 1891) (not Papias subcostulata (Herrich-Schäffer, 1870)), Metiscus atheas Godman, 1900 (not Hesperia achelous Plötz, 1882), Dion agassus (Mabille, 1891) (not Dion uza (Hewitson, 1877), previously in Enosis Mabille, 1889), Picova incompta (Hayward, 1942) (not Lerema (Morys) micythus (Godman, 1900), previously in Morys Godman, 1900), Lucida melitaea (Draudt, 1923) (not Lucida lucia (Capronnier, 1874)), Methionopsis modestus Godman, 1901 (not Methionopsis ina (Plötz, 1882)), and Thargella (Volus) volasus (Godman, 1901) (not Eutocus facilis (Plötz, 1884)). The following 57 taxa are ele­vated from subspecies to species, new status (some in new combinations): Dyscophellus doriscus (Hewitson, 1867) (not Dyscophellus porcius (C. Felder and R. Felder, 1862), Phocides vida (A. Butler, 1872) (not Phocides urania (Westwood, 1852)), Tagiades (Daimio) ceylonica Evans, 1932 (not Tagiades litigiosa Möschler, 1878), Tagiades (Daimio) tubulus Fruhstorfer, 1910 (not Tagiades sambavana Elwes and Edwards, 1897), Tagiades (Daimio) kina Evans, 1934, Tagiades (Daimio) sheba Evans, 1934, Tagiades (Daimio) martinus Plötz, 1884, Tagiades (Daimio) sem Mabille, 1883, and Tagiades (Daimio) neira Plötz, 1885 (not Tagiades trebellius (Hopffer, 1874)), Tagiades (Daimio) korela Mabille, 1891 and Tagiades (Daimio) presbyter Butler, 1882 (not Tagiades nestus (C. Felder, 1860)), Tagiades obscurus Mabille, 1876, Tagiades ravi (Moore, [1866]), Tagiades atticus (Fabricius, 1793), Tagiades titus Plötz, 1884, Tagiades janetta Butler, 1870, Tagiades inconspicua Roth­schild, 1915, and Tagiades hovia Swinhoe, 1904 (not Tagiades japetus (Stoll, [1781])), Tagiades silvia Evans, 1934 and Tagiades elegans Mabille, 1877 (not Tagiades gana (Moore, [1866])), Tapena bornea Evans, 1941 and Tapena minuscula Elwes and Edwards, 1897 (not Tapena thwaitesi Moore, [1881]), Darpa dealbata (Distant, 1886) (not Darpa pteria (Hewitson, 1868)), Perus manx (Evans, 1953) (not Perus minor (Schaus, 1902)), Canesia pallida (Röber, 1925) (not Carrhenes canescens (R. Felder, 1869)), Carrhenes conia Evans, 1953 (not Carrhenes fuscescens (Mabille, 1891)), Anisochoria extincta Hayward, 1933 and Anisochoria polysticta Ma­bille, 1876 (not Anisochoria pedaliodina (Butler, 1870)), Anisochoria verda Evans, 1953 (not Anisochoria minorella Mabille, 1898), Bralus alco (Evans, 1953) (not Bralus albida (Mabille, 1888)), Ephyriades jamaicen­sis (Möschler, 1879) (not Ephyriades brunnea (Herrich-Schäffer, 1865)), Koruthaialos (Stimula) frena Evans, 1949 (not Koruthaialos focula (Plötz, 1882)), Euphyes kiowah (Reakirt, 1866) (not Euphyes vestris (Boisduval, 1852)), Mnaseas inca Bell, 1930 (not Mnaseas bicolor (Mabille, 1889)), Metron hypochlora (Draudt, 1923) (not Metrocles schrottkyi (Giacomelli, 1911), previously in Metron Godman, 1900), Decinea huasteca (H. Freeman, 1969), Decinea denta Evans, 1955, and Decinea antus (Mabille, 1895) (not Decinea decinea (Hewitson, 1876)), Xeniades pteras Godman, 1900 (not Xeniades chalestra (Hewitson, 1866)), Xeniades difficilis Draudt, 1923 (not Xeniades orchamus (Cramer, 1777)), Xeniades hermoda (Hewitson, 1870) (not Tisias quadrata (Herrich- Schäffer, 1869)), Hermio vina (Evans, 1955) (not Hermio hermione (Schaus, 1913), previously in Lento Evans, 1955), Cymaenes loxa Evans, 1955, (not Cymaenes laureolus (Schaus, 1913)), Niconiades peri (Evans, 1955) (not Rhinthon bajula (Schaus, 1902), previously in Neoxeniades Hayward, 1938), Gallio danius (Bell, 1941) (not Vehilius seriatus (Mabille, 1891)), Gallio massarus (E. Bell, 1940) (not Gallio garima (Schaus, 1902) pre­viously in Tigasis Godman, 1900), Cymaenes edata (Plötz, 1882), Cymaenes miqua (Dyar, 1913) and Cymaenes aequatoria (Hayward, 1940) (not Cymaenes odilia (Burmeister, 1878)), Lychnuchus (Enosis) demon (Evans, 1955) (not Lychnuchus (Enosis) immaculata (Hewitson, 1868), previously in Enosis Mabille, 1889), Naevolus naevus Evans, 1955 (not Naevolus orius (Mabille, 1883)), Lucida scopas (Mabille, 1891), Lucida oebasus (God­man, 1900), and Lucida leopardus (Weeks, 1901) (not Lucida lucia (Capronnier, 1874)), Corticea schwarzi (E. Bell, 1941) and Corticea sylva (Hayward, 1942) (not Corticea mendica (Mabille, 1898)), and Choranthus ori­entis (Skinner, 1920) (not Choranthus antiqua (Herrich-Schäffer, 1863), previously in Pyrrhocalles Mabille, 1904). Borbo impar bipunctata (Elwes and J. Edwards, 1897) is a valid subspecies, not a synonym of Borbo impar tetragraphus (Mabille, 1891), here placed in synonymy with Lotongus calathus (Hewitson, 1876), new synonym. We confirm the species status of Telegonus cassius (Evans, 1952) and Lerema (Morys) valda Evans, 1955. Euphyes chamuli Freeman, 1969 is placed as a subspecies of Euphyes kiowah (Reakirt, 1866), new status. The following 41 taxa are junior subjective synonyms, either newly proposed or transferred from synonymy with other species or subspecies: Telegonus mutius Plötz, 1882 of Euriphellus phraxanor (Hewitson, 1876), Telegonus erythras Mabille, 1888 of Dyscophellus damias (Plötz, 1882), Aethilla jaira Butler, 1870 of Telegonus cretellus (Herrich-Schäffer, 1869), Paches era Evans, 1953 of Santa palica (Mabille, 1888), Antigonus alburnea Plötz, 1884 of Tolius tolimus robigus (Plötz, 1884) (not of Echelatus sempiternus simplicior (Möschler, 1877)), Echelatus depenicillus Strand, 1921 of E. sempiternus simplicior (not of T. tolimus robigus), Antigonus aura Plötz, 1884 of Theagenes dichrous (Mabille, 1878) (not of Helias phalaenoides palpalis (Latreille, [1824])), Achlyodes impressus Mabille, 1889 of Camptopleura orsus (Mabille, 1889), Augiades tania Schaus, 1902 of Metron voranus (Mabille, 1891), Pamphila verdanta Weeks, 1906 of Metron fasciata (Möschler, 1877), Nico­niades viridis vista Evans, 1955 of Niconiades derisor (Mabille, 1891), Pamphila binaria Mabille, 1891 of Conga chydaea (A. Butler, 1877) (not of Cynea cynea (Hewitson, 1876)), Psoralis concolor Nicolay, 1980 of Ralis immaculatus (Hayward, 1940), Hesperia dido Plötz, 1882 of Cynea (Quinta) cannae (Herrich-Schäffer, 1869) (not of Lerema lochius (Plötz, 1882)), Proteides osembo Möschler, 1883 of Cynea (Cynea) diluta (Her­rich-Schäffer, 1869) (not of Cynea (Quinta) cannae (Herrich-Schäffer, 1869)), Cobalopsis brema E. Bell, 1959 of Eutus rastaca (Schaus, 1902), Psoralis panamensis Anderson and Nakamura, 2019 of Rhomba gertschi (Bell, 1937), Cobalus asella Herrich-Schäffer, 1869 of Amblyscirtes alternata (Grote and Robinson, 1867) (not of Amblyscirtes vialis (W. H. Edwards, 1862)), Papias trimacula Nicolay, 1973 of Nastra subsordida (Mabille, 1891), Pamphila bipunctata Mabille, 1889 and Sarega staurus Mabille, 1904 of Lerema pattenii Scudder, 1872 (not of Cymaenes lumina (Herrich-Schäffer, 1869), previously in Lerema Scudder, 1872), Hesperia aethra Plötz, 1886 of Lerema lineosa (Herrich-Schäffer, 1865) (not of Lerema (Morys) compta Butler, 1877), Megistias miaba Schaus, 1902 of Cobalopsis valerius (Möschler, 1879), Phanis sylvia Kaye, 1914 of Lerema etelka (Schaus, 1902) (not of Lerema (Geia) geisa (Möschler, 1879), previously in Morys Godman, 1900), Carystus odilia Burmeister, 1878, Pamphila trebius Mabille, 1891 and Megistias corescene Schaus, 1902 of Cymaenes lumina (Herrich-Schäffer, 1869), Hesperia phocylides Plötz, 1882 of Cymaenes edata (Plötz, 1882) (not of Le­rema accius (J. E. Smith, 1797)), Pamphila xenos Mabille, 1898 of Vehilius inca (Scudder, 1872), Mnasilus guianae Lindsey, 1925 of Papias amyrna (Mabille, 1891), Pamphila nubila Mabille, 1891 of Papias integra (Mabille, 1891) (not of Cynea corisana (Plötz, 1882)), Enosis matheri H. Freeman, 1969 of Metiscus atheas Godman, 1900 (previously in Enosis Mabille, 1889), Hesperia infuscata Plötz, 1882 of Mnaseas derasa derasa (Herrich-Schäffer, 1870) (previously Arotis Mabille, 1904), (not of Papias subcostulata (Herrich-Schäffer, 1870)), Pamphila astur Mabille, 1891 of Metiscus angularis (Möschler, 1877) (not of Cymaenes tripunctus theogenis (Capronnier, 1874)), Anthoptus macalpinei H. Freeman, 1969 of Anthoptus inculta (Dyar, 1918), Methionopsis typhon Godman, 1901 of Methionopsis ina (Plötz, 1882), Methionopsis dolor Evans, 1955 of Thargella volasus (Godman, 1901), Hesperia cinica Plötz, 1882 of Dubiella dubius (Stoll, 1781), Cobalus dis­juncta Herrich-Schäffer, 1869 of Dubiella dubius (Stoll, 1781) (not of Vettius lafrenaye (Latreille, [1824])), and Saliana vixen Evans, 1955 of Neoxeniades parna (Evans, 1955). The following are new and revised genus-species combinations: Euriphellus cebrenus (Cramer, 1777) (not Salatis Evans, 1952), Gorgopas extensa (Mabille, 1891) (not Polyctor Evans, 1953), Clytius shola (Evans, 1953) (not Staphylus Godman and Salvin, 1896), Perus narycus (Mabille, 1889) (not Ouleus Lindsey, 1925), Perus parvus (Steinhauser and Austin, 1993) (not Staphylus Godman and Salvin, 1896), Pholisora litus (Dyar, 1912) (not Bolla Mabille, 1903), Carrhenes decens (A. Butler, 1874) (not Antigonus Hübner, [1819]), Santa palica (Mabille, 1888) (not Chiothion Grishin, 2019), Bralus nadia (Nicolay, 1980) (not Anisochoria Mabille, 1876), Acerbas sarala (de Nicéville, 1889) (not Lotongus Distant, 1886), Caenides sophia (Evans, 1937) (not Hypoleucis Mabille, 1891), Hypoleucis dacena (Hewitson, 1876) (not Caenides Holland, 1896), Dotta tura (Evans, 1951) (not Astictopterus C. Felder and R. Felder, 1860), Nervia wallengrenii (Trimen, 1883) (not Kedestes Watson, 1893), Testia mammaea (Hewitson, 1876) (not Decinea Evans, 1955), Oxynthes trinka (Evans, 1955) (not Orthos Evans, 1955), Metrocles argentea (Weeks, 1901) (not Paratrytone Godman, 1900), Metrocles scitula (Hayward, 1951) (not Mucia Godman, 1900), Metrocles schrottkyi (Giacomelli, 1911) (not Metron Godman, 1900), Niconiades derisor (Mabille, 1891) (not Decinea Evans, 1955), Paratrytone samenta (Dyar, 1914) (not Ochlodes Scudder, 1872), Oligoria (Cobaloides) locutia (Hewitson, 1876) (not Quinta Evans, 1955), Psoralis (Saniba) laska (Evans, 1955) (not Vidius Evans, 1955), Psoralis (Saniba) arva (Evans, 1955) and Psoralis (Saniba) umbrata (Erschoff, 1876) (not Vettius Godman, 1901), Psoralis (Saniba) calcarea (Schaus, 1902) and Psoralis (Saniba) visendus (E. Bell, 1942) (not Molo Godman, 1900), Alychna gota (Evans, 1955) (not Psoralis Mabille, 1904), Adlerodea asema (Mabille, 1891) and Adlerodea subpunctata (Hayward, 1940) (not Eutychide Godman, 19

Fifty new genera of Hesperiidae (Lepidoptera)

Genomic sequencing and analysis of worldwide skipper butterfly (Lepidoptera: Hesperiidae) fauna points to imperfections in their current classification. Some tribes, subtribes and genera as they are circum­scribed today are not monophyletic. Rationalizing genomic results from the perspective of phenotypic characters suggests two new tribes, two new subtribes and 50 new genera that are named here: Ceratrichiini Grishin, trib. n., Gretnini Grishin, trib. n., Falgina Grishin, subtr. n., Apaustina Grishin, subtr. n., Flattoides Grishin, gen. n., Aurivittia Grishin, gen. n., Viuria Grishin, gen. n., Clytius Grishin, gen. n., Incisus Grishin, gen. n., Perus Grishin, gen. n., Livida Grishin, gen. n., Festivia Grishin, gen. n., Hoodus Grishin, gen. n., Anaxas Grishin, gen. n., Chiothion Grishin, gen. n., Crenda Grishin, gen. n., Santa Grishin, gen. n., Canesia Grishin, gen. n., Bralus Grishin, gen. n., Ladda Grishin, gen. n., Willema Grishin, gen. n., Argemma Grishin, gen. n., Nervia Grishin, gen. n., Dotta Grishin, gen. n., Lissia Grishin, gen. n., Xanthonymus Grishin, gen. n., Cerba Grishin, gen. n., Avestia Grishin, gen. n., Zetka Grishin, gen. n., Turmosa Grishin, gen. n., Mielkeus Grishin, gen. n., Coolus Grishin, gen. n., Daron Grishin, gen. n., Barrolla Grishin, gen. n., Brownus Grishin, gen. n., Tava Grishin, gen. n., Rigga Grishin, gen. n., Haza Grishin, gen. n., Dubia Grishin, gen. n., Pares Grishin, gen. n., Chitta Grishin, gen. n., Artonia Grishin, gen. n., Lurida Grishin, gen. n., Corra Grishin, gen. n., Fidius Grishin, gen. n., Veadda Grishin, gen. n., Tricrista Grishin, gen. n., Viridina Grishin, gen. n., Alychna Grishin, gen. n., Ralis Grishin, gen. n., Testia Grishin, gen. n., Buzella Grishin, gen. n., Vernia Grishin, gen. n., and Lon Grishin, gen. n. In addition, the following taxonomic changes are suggested. Prada Evans is trans­ferred from Hesperiinae to Trapezitinae. Echelatus Godman and Salvin, Systaspes Weeks, and Oenides Mabille are removed from synonymy and are treated as valid genera. The following genera are new junior subjective synonyms: Tosta Evans of Eantis Boisduval; Turmada Evans of Neoxeniades Hayward, Arita Evans of Tigasis Godman, and Alera Mabille of Perichares Scudder. Eantis pallida (R. Felder) (not Achlyodes Hübner), Gindanes kelso (Evans) (not Onenses Godman and Salvin), Isoteinon abjecta (Snellen) (not Astictopterus C. and R. Felder), Neoxeniades ethoda (Hewitson) (not Xeniades Godman), Moeris anna (Mabille) (not Vidius Evans), and Molo pelta Evans (not Lychnuchus Hübner) are new genus-species combinations. The following are species-level taxa: Livida assecla (Mabille) (not a subspecies of Livida grandis (Mabille), formerly Pythonides Hübner) and Alychna zenus (E. Bell) (not a junior subjective synonym of Alychna exclamationis (Mabille), formerly Psoralis Mabille); and Bar­rolla molla E. Bell (formerly Vacerra Godman) is a junior subjective synonym of Barrolla barroni Evans (formerly Paratrytone Godman). All these changes to taxonomic status of names are propagated to all names currently treated as subspecies (for species), subgenera (for genera) and synonyms of these taxa. Finally, taxa not mentioned in this work are considered to remain at the ranks and in taxonomic groups they have been previously assigned to

A taxonomic list of the Old World genera in the subfamily Hesperiinae (Hesperiidae) arranged into tribes.

A taxonomic list of valid genera in the subfamily Hesperiinae from the Old World assigned to tribes is provided. This list is based on phylogenetic analysis of genomic sequence data complemented by morphological considerations. As a result, there are no incertae sedis non-fossil genera in the family Hesperiidae

Genomics-Guided Refinement of Butterfly Taxonomy

Continuing with comparative genomic exploration of worldwide butterfly fauna, we use all proteincoding genes as they are retrieved from the whole genome shotgun sequences for phylogeny construction. Analysis of these genome-scale phylogenies projected onto the taxonomic classification and the knowledge about butterfly phenotypes suggests further refinements of butterfly taxonomy that are presented here. As a general rule, we assign most prominent clades of similar genetic differentiation to the same taxonomic rank, and use criteria based on relative population diversification and the extent of gene exchange for species delimitation. As a result, 7 tribes, 4 subtribes, 14 genera, and 9 subgenera are proposed as new, that is, in subfamily Pierinae Swainson, 1820: Calopierini Grishin, trib. n. (type genus Calopieris Aurivillius, 1898); in subfamily Riodininae Grote, 1895: Callistiumini Grishin, trib. n. (type genus Callistium Stichel, 1911); in subfamily Nymphalinae Rafinesque, 1815: Pycinini Grishin, trib. n. (type genus Pycina Doubleday 1849), Rhinopalpini Grishin, trib. n. (type genus Rhinopalpa C. & R. Felder 1860), Kallimoidini Grishin, trib. n. (type genus Kallimoides Shirôzu & Nakanishi 1984), Vanessulini Grishin, trib. n. (type genus Vanessula Dewitz 1887), and Doleschalliaini Grishin, trib. n. (type genus Doleschallia C. & R. Felder 1860); in tribe Mesosemiini Bates, 1859: Eunogyrina Grishin, subtrib. n. (type genus Eunogyra Westwood, 1851); in tribe Satyrini Boisduval, 1833: Callerebiina Grishin, subtrib. n. (type genus Callerebia Butler, 1867), Gyrocheilina Grishin, subtrib. n. (type genus Gyrocheilus Butler, 1867), and Calistina Grishin, subtrib. n. (type genus Calisto Hübner, [1823]); in subfamily Euselasiinae Kirby, 1871: Pelolasia Grishin, gen. n. (type species Eurygona pelor Hewitson, [1853]), Myselasia Grishin, gen. n. (type species Eurygona mys Herrich-Schäffer, [1853]), Eurylasia Grishin, gen. n. (type species Eurygona euryone Hewitson, 1856), Maculasia Grishin, gen. n. (type species Euselasia albomaculiga Callaghan, 1999), and Eugelasia Grishin, gen. n. (type species Eurygona eugeon Hewitson, 1856); in subtribe Mesosemiina Bates, 1859: Ectosemia Grishin, gen. n. (type species Papilio eumene Cramer, 1776) and Endosemia Grishin, gen. n. (type species Papilio ulrica Cramer, 1777); in tribe Symmachiini Reuter, 1896: Tigria Grishin, gen. n. (type species Mesene xypete Hewitson, 1870) and Asymma Grishin, gen. n. (type species Symmachia virgatula Stichel, 1910); in tribe Riodinini Grote, 1895: Putridivora Grishin, gen. n. (type species Charis argyrea Bates, 1868), Chadia Grishin, gen. n. (type species Charis cadytis Hewitson, 1866), Inkana Grishin, gen. n. (type species Charis incoides Schaus, 1902), and Oco Grishin, gen. n. (type species Symmachia ocellata Hewitson, 1867); in subtribe Zabuellina Seraphim, Freitas & Kaminski, 2018: Teenie Grishin, gen. n. (type species Calydna tinea Bates, 1868); Boreographium Grishin, subgen. n. (type species Papilio marcellus Cramer, 1777, parent genus Eurytides Hübner, [1821]), Esperourus Grishin, subgen. n. (type species Papilio esperanza Beutelspacher, 1975, parent genus Pterourus Scopoli, 1777), Hyppasonia Grishin, subgen. n. (type species Papilio hyppason Cramer, 1775, parent genus Heraclides Hübner, [1819]), Sisymbria Grishin, subgen. n. (type species Pieris sisymbrii Boisduval, 1852, parent genus Pontia [Fabricius], 1807), Greenie Grishin, subgen. n. (type species Thecla sheridonii [sic] Edwards, 1877, parent genus Callophrys Billberg, 1820), Magda Grishin, subgen. n. (type species Erebia magdalena Strecker, 1880, parent genus Erebia Dalman, 1816), and in genus Eresia Boisduval, 1836: Notilia Grishin, subgen. n. (type species Eresia orthia Hewitson, 1864), Levinata Grishin, subgen. n. (type species Eresia levina Hewitson, 1872), and Ithra Grishin, subgen. n. (type species Phyciodes ithra Kirby, 1900). Furthermore, we resurrect 6 genera, change the rank of 36 currently used genera to subgenus, synonymize 3 subtribes, 42 genera or subgenera, assign 3 genera to tribes and subtribes, and transfer 34 additional species to genera different from those these taxa are presently assigned to, present evidence to support 7 taxa as species instead of subspecies, and 1 taxon as a subspecies instead of species. Namely, the following taxa are valid genera: Terias Swainson, 1821 (not in Eurema Hübner, [1819]), Erythia Hübner, [1819] and Marmessus Hübner, [1819] (not in Euselasia Hübner, [1819]), Eucorna Strand, 1932 (not in Voltinia Stichel, 1910), Cremna Doubleday, 1847 (not in Napaea Hübner, [1819]), and Hallonympha Penz & DeVries, 2006 (not in Zabuella Stichel, 1911). The following taxa are best treated as subgenera: Zegris Boisduval, 1836 of Anthocharis Boisduval, Rambur, [Duménil] & Graslin, [1833]; Baltia Moore, 1878 and Pontieuchloia Verity, 1929 of Pontia [Fabricius], 1807; Phrissura Butler, 1870 of Appias Hübner, [1819]; Saletara Distant, 1885 of Catophaga Hübner, 1819; Leodonta Butler, 1870 of Pereute Herrich-Schäffer, 1867; Takashia M. Okano & T. Okano, 1985 of Polycaena Staudinger, 1886; Corrachia Schaus, 1913 of Styx Staudinger, 1876; Ionotus Hall, 2005 and Voltinia Stichel, 1910 of Cremna Doubleday, 1847; Hermathena Hewitson, 1874 of Ithomiola C. & R. Felder, 1865; Lucillella Strand, 1932 of Esthemopsis C. & R. Felder, 1865; Mesenopsis Godman & Salvin, 1886 and Xenandra C. & R. Felder, 1865 of Symmachia Hübner, [1819]; Pirascca J. Hall & Willmott, 1996 of Pterographium Stichel, 1910; Imelda Hewitson, 1870 of Echenais Hübner, [1819]; Calicosama J. Hall & Harvey, 2001 of Behemothia Hall, 2000; Polygrapha Staudinger, 1887 and Fountainea Rydon, 1971 of Anaea Hübner, [1819]; Siderone Hübner, [1823] and Phantos Dias, 2018 of Zaretis Hübner, [1819]; Harsiesis Fruhstorfer, 1911 of Platypthima Rothschild & Jordan, 1905; Vila Kirby, 1871 of Biblis Fabricius, 1807; Diaethria Billberg, 1820 and Perisama Doubleday, 1849 of Callicore Hübner, [1819]; Antigonis C. Felder, 1861 of Haematera Doubleday, 1849; Asterope Hübner, [1819], Nica Hübner, [1826], Peria Kirby, 1871, and Callicorina Smart, 1976 of Temenis Hübner, [1819]; Anthanassa Scudder, 1875, Castilia Higgins, 1981, Telenassa Higgins, 1981, Dagon Higgins, 1981, and Janatella Higgins, 1981 of Eresia Boisduval, 1836; and Wallengrenia Berg, 1897 of Polites Scudder, 1872. The following taxa are junior subjective synonyms: Maniolina Grote, 1897 of Erebiina Tutt, 1896; Melanargiina Wheeler, 1903 of Satyrina Boisduval, 1833; Phyciodina Higgins, 1981 of Melitaeina Herrich-Schäffer, 1843; Cunizza Grote, 1900 of Hesperocharis C. Felder, 1862; Reliquia Ackery, 1975 of Pontia [Fabricius], 1807; Tatochila A. Butler, 1870, Piercolias Staudinger, 1894, Hypsochila Ureta, 1955, Theochila W. D. Field, 1958, Pierphulia W. D. Field, 1958, and Infraphulia W. D. Field, 1958 of Phulia Herrich-Schäffer, 1867; Mesapia Gray, 1856 of Aporia Hübner, [1819]; Catasticta Butler, 1870 of Archonias Hübner, 1827; Sandia Clench & P. Ehrlich, 1960 and Xamia Clench, 1961 of Incisalia Scudder, 1872; Hades Westwood, 1851 of Methone Doubleday, 1847; Semomesia Westwood, 1851, Mesophthalma Westwood, 1851, Perophthalma Westwood, 1851 and Leucochimona Stichel, 1909 of Mesosemia Hübner, [1819], Xynias Hewitson, 1874 of Mesenopsis Godman & Salvin, 1886; Stichelia J. Zikán, 1949 of Symmachia Hübner, [1819]; Chimastrum Godman & Salvin, 1886 of Mesene Doubleday, 1847; Alethea Nielsen & Salazar, [2018] of Pirascca J. Hall & Willmott, 1996; Panaropsis J. Hall, 2002 of Pterographium Stichel, 1910; Comphotis Stichel, 1910 of Phaenochitonia Stichel, 1910; Colaciticus Stichel, 1910 of Baeotis Hübner, [1819]; Nahida Kirby, 1871 of Ithomeis Bates, 1862; Machaya Hall & Willmott, 1995 of Pachythone Bates, 1868; Percnodaimon Butler, 1876 and Erebiola Fereday, 1879 of Argyrophenga Doubleday, 1845; Hestinalis Bryk, 1938 of Mimathyma Moore, 1896; Catacore Dillon, 1948 of Diaethria Billberg, 1820; Mesotaenia Kirby, 1871 and Orophila Staudinger, 1886 of Perisama Doubleday, 1849; Paulogramma Dillon, 1948 of Catagramma Boisduval, 1836; Panacea Godman & Salvin, 1883 of Batesia C. Felder & R. Felder, 1862; Napeocles Bates, 1864 of Siproeta Hübner, [1823]; Texola Higgins, 1959 and Dymasia Higgins, 1960 of Microtia H. Bates, 1864; Tisona Higgins, 1981 of Ortilia Higgins, 1981; Abananote Potts, 1943 and Altinote Potts, 1943 of Actinote Hübner, [1819]; Episcada Godman & Salvin, 1879 of Ceratinia Hübner, 1816; and Appia Evans, 1955 of Pompeius Evans, 1955. The following genera are placed in taxonomic hierarchy: Prestonia Schaus, 1920 belongs to Euremini Grote, 1898; Petrocerus Callaghan, 1979 belongs to Theopina Clench, 1955; and Paralasa Moore, 1893 belongs to Ypthimina Reuter, 1896. The following taxa are distinct species rather than subspecies (of species shown in parenthesis): Pyrisitia westwoodii (Boisduval, 1836) (not Pyrisitia dina (Poey, 1832)), Biblis aganisa Boisduval, 1836 (not Biblis hyperia (Cramer, 1779)), Phystis variegata (Röber, 1913) and Phystis pratti (A. Hall, 1935) (not Phystis simois (Hewitson, 1864)), Phocides batabano (Lucas, 1857) and Phocides bicolora (Boddaert, 1783) (not Phocides pigmalion (Cramer, 1779)), Lobotractus mysie (Dyar, 1904) (not Lobotractus valeriana (Plötz, 1881)). Nahida coenoides (Hewitson, 1870) is conspecific with Ithomeis aurantiaca H. Bates, 1862. Additional new and revised combinations are: Teriocolias deva (E. Doubleday, 1847), Teriocolias reticulata (A. Butler, 1871), Hesperocharis leucothea (Molina, 1782), Methone euploea (Hewitson, [1855]), Methone eucerus (Hewitson, 1872), Methone hypophaea (Godman & Salvin, 1878), Methone eubule (R. Felder, 1869), Methone onorata (Hewitson, 1869), Methone authe (Godman, 1903), Methone dolichos (Staudinger, [1887]), Methone baucis (Stichel, 1919), Methone eucrates (Hewitson, 1872), Napaea danforthi A. Warren & Opler, 1999, Napaea dramba (J. Hall, Robbins & Harvey, 2004), Napaea sanarita (Schaus, 1902), Napaea agroeca Stichel, 1910, Napaea tumbesia J. Hall & Lamas, 2001, Napaea umbra (Boisduval, 1870), Napaea phryxe (C. & R. Felder, 1865), Napaea cebrenia (Hewitson, [1873]), Napaea loxicha (R.G. Maza & J. Maza, 2016), Napaea maya (J. Maza & Lamas, 2016), Napaea necaxa (R.G. Maza & J. Maza, 2018), Napaea totonaca (R.G. Maza & J. Maza, 2016), Mesene aeolia (Bates, 1868), Pterographium hypochloris (Bates, 1868), Phaenochitonia florus (Fabricius, 1793), Ourocnemis carausius (Westwood, 1851), Ourocnemis principalis (Hopffer, 1874), Ourocnemis renaldus (Stoll, 1790), and Ourocnemis aerosus (Stichel, 1924), Hallonympha maculosa (Bates, 1868), Exoplisia aphanis (Stichel, 1910), Phystis fontus (A. Hall, 1928), Phocides batabano okeechobee (Worthington, 1881), and Phocides batabano batabanoides (W. Holland, 1902). Finally, we confirm the combination Zabuella castanea (Prittwitz, 1865) and find Pyrgus centaureae dzekh Gorbunov, 2007 as a new subspecies for North America

Genomic Evidence Suggests Further Changes of Butterfly Names

Further genomic sequencing of butterflies by our research group expanding the coverage of species and specimens from different localities, coupled with genome-scale phylogenetic analysis and complemented by phenotypic considerations, suggests a number of changes to the names of butterflies, mostly those recorded from the United States and Canada. Here, we present evidence to support these changes. The changes are intended to make butterfly classification more internally consistent at the genus, subgenus and species levels. That is, considering all available evidence, we attempt to assign similar taxonomic ranks to the clades of comparable genetic differentiation, which on average is correlated with the age of phylogenetic groups estimated from trees. For species, we use criteria devised by genomic analysis of the genetic differentiation across suture zones and comparison of sympatric populations of closely related species. As a result, we resurrect 4 genera and 1 subgenus from subgeneric status or synonymy, change the rank of 8 currently used genera to subgenus, synonymize 7 genus-group names, summarize evidence to support 19 taxa as species instead of subspecies and 1 taxon as subspecies instead of species, along with a number of additional changes. One new genus and one new subspecies are described. Namely, the following taxa are treated as genera Tharsalea Scudder, 1876, Helleia Verity, 1943, Apangea Zhdanko, 1995, and Boldenaria Zhdanko, 1995. Tetracharis Grote, 1898 is a valid subgenus (not a synonym of Anthocharis Boisduval, Rambur, [Duménil] & Graslin, [1833]) that consists of Anthocharis cethura C. Felder & R. Felder, 1865 (Müller, 1764), Anthocharis midea (Hübner, [1809]), and Anthocharis limonea (A. Butler, 1871). The following are subgenera: Speyeria Scudder, 1872 of Argynnis Fabricius, 1807; Aglais Dalman, 1816 and Polygonia Hübner, [1819] of Nymphalis Kluk, 1780; Palaeonympha Butler, 1871 of Megisto Hübner, [1819]; Hyponephele Muschamp, 1915 of Cercyonis Scudder, 1875; Pyronia Hübner, [1819] and Aphantopus Wallengren, 1853 of Maniola Schrank, 1801 and Pseudonymphidia Callaghan, 1985 of Pachythone. Lafron Grishin, gen. n. (type species Papilio orus Stoll, [1780], parent subfamily Lycaeninae [Leach], [1815]) is described. Dipsas japonica Murray, 1875 is fixed as the type species of Neozephyrus Sibatani & Ito, 1942. The following taxa are junior subjective synonyms: Falcapica Klots, 1930 of Tetracharis Grote, 1898; Habrodais Scudder, 1876, Favonius Sibatani & Ito, 1942, Neozephyrus Sibatani & Ito, 1942, Quercusia Verity, 1943, Chrysozephyrus Shirôzu & Yamamoto, 1956, and Sibataniozephyrus Inomata, 1986 of Hypaurotis Scudder, 1876; Plesioarida Trujano & García, 2018 of Roeberella Strand, 1932; Papilio temenes Godart, 1819 (lectotype designated herein) of Heraclides aristodemus (Esper, 1794), Speyeria hydaspe conquista dos Passos & Grey, 1945 of Argynnis hesperis tetonia (dos Passos & Grey, 1945), and Erycides imbreus Plötz, 1879 of Phocides polybius polybius (Fabricius, 1793). The following are revised genus-species combinations: Pachythone lencates (Hewitson, 1875) Pachythone flocculus (Brévignon & Gallard, 1993), Pachythone floccus (Brévignon, 2013), Pachythone heberti (P. Jauffret & J. Jauffret, 2007), Pachythone marajoara (P. Jauffret & J. Jauffret, 2007) and Cissia cleophes (Godman & Salvin, 1889). The following species are transferred between subgenera: Anthocharis lanceolata Lucas, 1852 belongs to Anthocharis Boisduval, Rambur, [Duménil] & Graslin, [1833] instead of Paramidea Kuznetsov, 1929 and Danaus eresimus (Cramer, 1777) belongs to Danaus Kluk, 1780, and not to Anosia Hübner, 1816. The following taxa are distinct species rather than subspecies (of species shown in parenthesis): Heraclides ponceana (Schaus, 1911) (not Heraclides aristodemus (Esper, 1794)), Colias elis Strecker, 1885 (not Colias meadii W. H. Edwards, 1871), Argynnis irene Boisduval, 1869 and Argynnis nausicaa W. H. Edwards, 1874 (not Argynnis hesperis W. H. Edwards, 1864), Coenonympha california Westwood, [1851] (not Coenonympha tullia (Müller, 1764)), Dione incarnata N. Riley, 1926 (not Dione vanillae (Linnaeus, 1758)), Chlosyne coronado (M. Smith & Brock, 1988) (not Chlosyne fulvia (W. H. Edwards, 1879)), Chlosyne chinatiensis (Tinkham, 1944) (not Chlosyne theona (Ménétriés, 1855)), Phocides lilea (Reakirt, [1867]) (not Phocides polybius (Fabricius, 1793)), Cecropterus nevada (Scudder, 1872) and Cecropterus dobra (Evans, 1952) (not Cecropterus mexicana (Herrich-Schäffer, 1869)), Telegonus anausis Godman & Salvin, 1896, (not Telegonus anaphus (Cramer, 1777)), Epargyreus huachuca Dixon, 1955 (not Epargyreus clarus (Cramer, 1775)), Nisoniades bromias (Godman & Salvin, 1894) (not Nisoniades rubescens (Möschler, 1877)), Pholisora crestar J. Scott & Davenport, 2017 (not Pholisora catullus (Fabricius, 1793)), Carterocephalus mandan (W. H. Edwards, 1863) and Carterocephalus skada (W. H. Edwards, 1870) (not Carterocephalus palaemon (Pallas, 1771)), Amblyscirtes arizonae H. Freeman, 1993 (not Amblyscirtes elissa Godman, 1900), and Megathymus violae D. Stallings & Turner, 1956 (not Megathymus ursus Poling, 1902). Resulting from these changes, the following are revised species-subspecies combinations: Heraclides ponceana bjorndalae (Clench, 1979), Heraclides ponceana majasi L. Miller, 1987, Argynnis irene dodgei Gunder, 1931, Argynnis irene cottlei J. A. Comstock, 1925, Argynnis irene hanseni (J. Emmel, T. Emmel & Mattoon, 1998), Argynnis nausicaa elko (Austin, 1984), Argynnis nausicaa greyi (Moeck, 1950), Argynnis nausicaa viola (dos Passos & Grey, 1945), Argynnis nausicaa tetonia (dos Passos & Grey, 1945), Argynnis nausicaa chitone W. H. Edwards, 1879, Argynnis nausicaa schellbachi (Garth, 1949), Argynnis nausicaa electa W. H. Edwards, 1878, Argynnis nausicaa dorothea (Moeck, 1947), and Argynnis nausicaa capitanensis (R. Holland, 1988), Argynnis zerene atossa W. H. Edwards, 1890, Dione incarnata nigrior (Michener, 1942), Chlosyne coronado pariaensis (M. Smith & Brock, 1988), Cecropterus nevada aemilea (Skinner, 1893), Cecropterus nevada blanca (J. Scott, 1981), Telegonus anausis annetta (Evans, 1952), Telegonus anausis anoma (Evans, 1952), Telegonus anausis aniza (Evans, 1952), Epargyreus huachuca profugus Austin, 1998, Carterocephalus mandan mesapano (Scudder, 1868) and Carterocephalus skada magnus Mattoon & Tilden, 1998. American Coenonympha subspecies placed under C. tullia other than Coenonympha tullia kodiak W. H. Edwards, 1869, Coenonympha tullia mixturata Alpheraky, 1897 and Coenonympha tullia yukonensis W. Holland, 1900 belong to C. california. Heraclides ponceana latefasciatus Grishin, ssp. n. is described from Cuba. Argynnis coronis carolae dos Passos & Grey, 1942 is considered a subspecies-level taxon. Unless stated otherwise, all subgenera, species, subspecies and synonyms of mentioned genera and species are transferred together with their parent taxa, and others remain as previously classified

Changes to North American Butterfly Names

We obtained and analyzed whole genome shotgun sequences of all 845 species of butterflies recorded from Canada and the United States. Genome-scale phylogenetic trees constructed from the data reveal several nonmonophyletic genera and suggest improved classification of species included in these genera. Here, these changes are formalized and 2 subgenera are described: Amblyteria Grishin, subgen. n. (type species Goniloba exoteria Herrich-Schäffer, 1869, parent genus Amblyscirtes Scudder, 1872), and Coa Grishin, subgen. n. (type species Hesperia baracoa Lucas, 1857, parent genus Polites Scudder, 1872). Furthermore, we resurrect 3 genera and 2 subgenera from synonymy, change the rank of 6 currently used genera to subgenus, synonymize 2 genera, transfer 3 (2 resurrected) subgenera and 11 additional species to different genera than those these taxa were assigned to, and raise one name from synonym to species rank. Namely, Hedone Scudder, 1872 and Limochores Scudder, 1872 are valid genera and not synonyms of Polites Scudder, 1872; Pendantus K. Johnson & Kroenlein, 1993 is a valid genus and not a synonym of Electrostrymon Clench, 1961; and Sphaenogona Butler, 1870 and Lucidia Lacordaire, 1833 are valid subgenera of Abaeis Hübner, [1819] (new placement) and not synonyms of Eurema Hübner, [1819]. The following taxa are best treated as subgenera: Mimoides Brown, 1991 of Eurytides Hübner, [1821] (sensu lato); Philotiella Mattoni, [1978] of Euphilotes Mattoni, [1978]; Neominois Scudder, 1875 of Oeneis Hübner, [1819]; Agraulis Boisduval & Le Conte, [1835] of Dione Hübner, [1819]; Copaeodes Speyer, 1877 of Oarisma Scudder, 1872; and Problema Skinner & R. Williams, 1924 of Atrytone Scudder, 1872. Phaeostrymon Clench, 1961 and Saliana Evans, 1955 are junior subjective synonyms of Satyrium Scudder, 1876 and Calpodes Hübner, [1819], respectively. The entire subgenus Erynnides Burns, 1964 is transferred from Erynnis Schrank, 1801 to Gesta Evans, 1953. New genus-species combinations resulting from transfer of species between genera are: Nastra perigenes (Godman, 1900) (not Vidius Evans, 1955); Troyus fantasos (Cramer, 1780), Troyus onaca (Evans, 1955), Troyus aurelius (Plötz, 1882), Troyus marcus (Fabricius, 1787), Troyus diversa (Herrich-Schäffer, 1869), and Troyus drova (Evans, 1955) (not Vettius Godman, 1901); Oligoria percosius (Godman, 1900), Oligoria rindgei (H. Freeman, 1969), Oligoria lucifer (Hübner, [1831]), and Oligoria mustea (H. Freeman, 1979) (not Decinea Evans, 1955). Urbanus alva Evans, 1952 is a valid species and not a synonym of Urbanus belli (Hayward, 1935), new status

Hierarchical Feature Alignment Network for Unsupervised Video Object Segmentation

Optical flow is an easily conceived and precious cue for advancing unsupervised video object segmentation (UVOS). Most of the previous methods directly extract and fuse the motion and appearance features for segmenting target objects in the UVOS setting. However, optical flow is intrinsically an instantaneous velocity of all pixels among consecutive frames, thus making the motion features not aligned well with the primary objects among the corresponding frames. To solve the above challenge, we propose a concise, practical, and efficient architecture for appearance and motion feature alignment, dubbed hierarchical feature alignment network (HFAN). Specifically, the key merits in HFAN are the sequential Feature AlignMent (FAM) module and the Feature AdaptaTion (FAT) module, which are leveraged for processing the appearance and motion features hierarchically. FAM is capable of aligning both appearance and motion features with the primary object semantic representations, respectively. Further, FAT is explicitly designed for the adaptive fusion of appearance and motion features to achieve a desirable trade-off between cross-modal features. Extensive experiments demonstrate the effectiveness of the proposed HFAN, which reaches a new state-of-the-art performance on DAVIS-16, achieving 88.7 $\mathcal{J}\&\mathcal{F}$ Mean, i.e., a relative improvement of 3.5% over the best published result.Comment: Accepted by ECCV-202

Additional taxonomic refinements suggested by genomic analysis of butterflies

Comparative analyses of genomic data reveal further insights into the phylogeny and taxonomic classification of butterflies presented here. As a result, 2 new subgenera and 2 new species of Hesperiidae are described: Borna Grishin, subgen. n. (type species Godmania borincona Watson, 1937) and Lilla Grishin, subgen. n. (type species Choranthus lilliae Bell, 1931) of Choranthus Scudder, 1872, Cecropterus (Murgaria) markwalkeri Grishin, sp. n. (type locality in Mexico: Sonora), and Hedone yunga Grishin, sp. n. (type locality in Bolivia: Yungas, La Paz). The lectotype is designated for Aethilla toxeus Plötz, 1882. The type locality of Dion uza (Hewitson, 1877) is likely in southern Brazil. A number of taxonomic changes are proposed. The following taxa are subgenera, not genera: Plebulina Nabokov, 1945 of Icaricia Nabokov, 1945; Sinia Forster, 1940 of Glaucopsyche Scudder, 1872; Pseudophilotes Beuret, 1958 of Palaeophilotes Forster, 1938; and Agraulis Boisduval & Le Conte, [1835] of Dione Hübner, [1819]. Asbolis Mabille, 1904 is a subgenus of Choranthus Scudder, 1872 rather than its synonym. The following are species, not subspecies or synonyms: Glaucopsyche algirica (Heyne, 1895) (not Glaucopsyche melanops (Boisduval, 1829)), Chlosyne flavula (W. Barnes & McDunnough, 1918) (not Chlosyne palla (Boisduval, 1852)), Cercyonis hypoleuca Hawks & J. Emmel, 1998 (not Cercyonis sthenele (Boisduval, 1852)), Cecropterus coyote (Skinner, 1892) and Cecropterus nigrociliata (Mabille & Boullet, 1912) (not Aethilla toxeus Plötz, 1882), Aguna malia Evans, 1952 (not Aguna megaeles (Mabille, 1888)), Polygonus arizonensis (Skinner, 1911), Polygonus histrio Röber, 1925, Polygonus pallida Röber, 1925, and Polygonus hagar Evans, 1952 (not Polygonus leo (Gmelin, [1790])), Viola kuma (Bell, 1942), comb. nov. (not Pachyneuria helena (Hayward, 1939)), Tamela maura (Snellen, 1886) (not Tamela othonias (Hewitson, 1878)), Tamela diocles (Moore, [1866]) (not Tamela nigrita (Latreille, [1824])), Vinius phellus (Mabille, 1883) (not Vinius exilis (Plötz, 1883)), Vinius sophistes (Dyar, 1918) (not Vinius tryhana (Kaye, 1914)), and Rhinthon andricus (Mabille, 1895) and Rhinthon aqua (Evans, 1955) (not Rhinthon braesia (Hewitson, 1867)). The following are new and revised species-subspecies combinations: Cercyonis sthenele damei W. Barnes & Benjamin, 1926 (not Cercyonis meadii (W. H. Edwards, 1872)) and Chlosyne flavula blackmorei Pelham, 2008 and Chlosyne flavula calydon (W. Holland, 1931) (not Chlosyne palla). The following are valid subspecies resurrected from synonymy in new and reinstated species-subspecies combinations: Chlosyne palla pola (Boisduval, 1869) (not Chlosyne gabbii gabbii (Behr, 1863)) and Cercyonis meadii mexicana R. Chermock, 1949 (not Cercyonis sthenele damei W. Barnes & Benjamin, 1926, comb. rev.). The following are new junior subjective synonyms: Aethilla toxeus Plötz, 1882 of Cecropterus albociliatus (Mabille, 1877) and Viola dagamba Steinhauser, 1989 of Viola kuma (Bell, 1942), comb. nov., stat. rest. Leucochitonea janice Ehrmann, 1907 is a junior subjective synonym of Heliopetes alana (Reakirt, 1868) and not of Heliopetes petrus (Hübner, [1819]). The holotype of Hermeuptychia sinuosa Grishin, 2021 is illustrated after being spread