Roundtrip: a deep generative neural density estimator

Datasets used in Roundtrip paper. UCI datasets: AReM/data.npy: Activity Recognition data collected from Multi sensors. Data size (42239, 6) CASP/data.npy: Protein Tertiary Structure data.  Data size (45730, 9) BANK/data.npy: Financial data collected from clients. Data size (45211, 17) YPMSD/data.npy: Audio data of various songs. Data size (515345,90) HEPMASS/train.csv and HEPMASS/test.csv: Data of high-energy particles.  ODDS contains three outlier detection datasets Shuttle, Mammography and ForestCover.</p

Graphene Supported Co-g‑C₃N₄ as a Novel Metal–Macrocyclic Electrocatalyst for the Oxygen Reduction Reaction in Fuel Cells

Graphitic carbon nitride (g-C3N4) polymer was doped with cobalt species and supported on a similar sp2 structure graphene, to form a novel nitrogen–metal macrocyclic catalyst for the oxygen reduction reaction (ORR) in alkaline fuel cells. The structural characterizations confirmed the formation of Co–N bonds and the close electron coupling between Co-g-C3N4 and graphene sheets. The electrocatalytic measurements demonstrated Co-g-C3N4-catalyzed reduction of oxygen mainly in a four electron pathway. The improvement of ORR activity is closely related to the abundant accessible Co–Nx active sites and fast charge transfer at the interfaces of Co-g-C3N4/graphene. Also, Co-g-C3N4@graphene exhibited comparable ORR activity, better durability, and methanol tolerance ability in comparison to Pt/C, and bodes well for a promising non-noble cathode catalyst for the application of direct methanol fuel cells. The chemical doping strategy in this work would be helpful to improve other present catalysts for fuel cell applications

Changes to pro- and supra-glacial lakes from 1990 to 2010.

<p>Changes to pro- and supra-glacial lakes from 1990 to 2010.</p

Processes of glacial lake changes in areas and numbers from 1990 to 2010.

<p>Processes of glacial lake changes in areas and numbers from 1990 to 2010.</p

Annual mean temperature (a) and annual precipitation (b) change in the central Himalayas from 1981 to 2010.

<p>Annual mean temperature (a) and annual precipitation (b) change in the central Himalayas from 1981 to 2010.</p

Number and area of glacial lakes at different areal ranks in 1990, 2000, 2005 and 2010.

<p>Number and area of glacial lakes at different areal ranks in 1990, 2000, 2005 and 2010.</p

Distribution of glacial lakes in the central Himalayas.

<p>Distribution of glacial lakes in the central Himalayas.</p

Performance comparison of models that are trained with or without NetExpress score.

Spearman correlation metric is measured to test models performance on three negative selection experiment datasets. A) K562 cell line dataset. B) A549 cell line dataset. C) NB4 cell line dataset.</p

Rapidly expanding glacial lakes in different river basins.

<p>Rapidly expanding glacial lakes in different river basins.</p

Additional file 8 of Small molecule modulation of microbiota: a systems pharmacology perspective

Additional file 8. Table S7. Drug screen results in STITCH database