51 research outputs found
Presentation
The journal Eternity and Contradiction is a platform for discussing the central themes of the philosophical thought, especially the one concerning the “truth” about what is known and what is wanted by humans. This theme remains the fundamental one despite those perspectives that intend to obscure it or to prove its irrelevance; and, paradoxically, the fundamental nature of the theme is largely due to the presence of these perspectives
Sparse Vicious Attacks on Graph Neural Networks
Graph Neural Networks (GNNs) have proven to be successful in several
predictive modeling tasks for graph-structured data.
Amongst those tasks, link prediction is one of the fundamental problems for
many real-world applications, such as recommender systems.
However, GNNs are not immune to adversarial attacks, i.e., carefully crafted
malicious examples that are designed to fool the predictive model.
In this work, we focus on a specific, white-box attack to GNN-based link
prediction models, where a malicious node aims to appear in the list of
recommended nodes for a given target victim.
To achieve this goal, the attacker node may also count on the cooperation of
other existing peers that it directly controls, namely on the ability to inject
a number of ``vicious'' nodes in the network.
Specifically, all these malicious nodes can add new edges or remove existing
ones, thereby perturbing the original graph.
Thus, we propose SAVAGE, a novel framework and a method to mount this type of
link prediction attacks.
SAVAGE formulates the adversary's goal as an optimization task, striking the
balance between the effectiveness of the attack and the sparsity of malicious
resources required.
Extensive experiments conducted on real-world and synthetic datasets
demonstrate that adversarial attacks implemented through SAVAGE indeed achieve
high attack success rate yet using a small amount of vicious nodes.
Finally, despite those attacks require full knowledge of the target model, we
show that they are successfully transferable to other black-box methods for
link prediction
Accelerating Transformer Inference for Translation via Parallel Decoding
Autoregressive decoding limits the efficiency of transformers for Machine
Translation (MT). The community proposed specific network architectures and
learning-based methods to solve this issue, which are expensive and require
changes to the MT model, trading inference speed at the cost of the translation
quality. In this paper, we propose to address the problem from the point of
view of decoding algorithms, as a less explored but rather compelling
direction. We propose to reframe the standard greedy autoregressive decoding of
MT with a parallel formulation leveraging Jacobi and Gauss-Seidel fixed-point
iteration methods for fast inference. This formulation allows to speed up
existing models without training or modifications while retaining translation
quality. We present three parallel decoding algorithms and test them on
different languages and models showing how the parallelization introduces a
speedup up to 38% w.r.t. the standard autoregressive decoding and nearly 2x
when scaling the method on parallel resources. Finally, we introduce a decoding
dependency graph visualizer (DDGviz) that let us see how the model has learned
the conditional dependence between tokens and inspect the decoding procedure.Comment: Accepted at ACL 2023 main conferenc
Network-based atrophy modelling in the common epilepsies: a worldwide ENIGMA study
SUMMARY Epilepsy is increasingly conceptualized as a network disorder. In this cross-sectional mega-analysis, we integrated neuroimaging and connectome analysis to identify network associations with atrophy patterns in 1,021 adults with epilepsy compared to 1,564 healthy controls from 19 international sites. In temporal lobe epilepsy, areas of atrophy co-localized with highly interconnected cortical hub regions, whereas idiopathic generalized epilepsy showed preferential subcortical hub involvement. These morphological abnormalities were anchored to the connectivity profiles of distinct disease epicenters, pointing to temporo-limbic cortices in temporal lobe epilepsy and fronto-central cortices in idiopathic generalized epilepsy. Indices of progressive atrophy further revealed a strong influence of connectome architecture on disease progression in temporal lobe, but not idiopathic generalized, epilepsy. Our findings were reproduced across individual sites and single patients, and were robust across different analytical methods. Through worldwide collaboration in ENIGMA-Epilepsy, we provided novel insights into the macroscale features that shape the pathophysiology of common epilepsies
Human Papillomavirus-16 E7 Interacts with Glutathione S-Transferase P1 and Enhances Its Role in Cell Survival
Background:Human Papillomavirus (HPV)-16 is a paradigm for "high-risk" HPVs, the causative agents of virtually all cervical carcinomas. HPV E6 and E7 viral genes are usually expressed in these tumors, suggesting key roles for their gene products, the E6 and E7 oncoproteins, in inducing malignant transformation.Methodology/Principal Findings:By protein-protein interaction analysis, using mass spectrometry, we identified glutathione S-transferase P1-1 (GSTP1) as a novel cellular partner of the HPV-16 E7 oncoprotein. Following mapping of the region in the HPV-16 E7 sequence that is involved in the interaction, we generated a three-dimensional molecular model of the complex between HPV-16 E7 and GSTP1, and used this to engineer a mutant molecule of HPV-16 E7 with strongly reduced affinity for GSTP1.When expressed in HaCaT human keratinocytes, HPV-16 E7 modified the equilibrium between the oxidized and reduced forms of GSTP1, thereby inhibiting JNK phosphorylation and its ability to induce apoptosis. Using GSTP1-deficient MCF-7 cancer cells and siRNA interference targeting GSTP1 in HaCaT keratinocytes expressing either wild-type or mutant HPV-16 E7, we uncovered a pivotal role for GSTP1 in the pro-survival program elicited by its binding with HPV-16 E7.Conclusions/Significance:This study provides further evidence of the transforming abilities of this oncoprotein, setting the groundwork for devising unique molecular tools that can both interfere with the interaction between HPV-16 E7 and GSTP1 and minimize the survival of HPV-16 E7-expressing cancer cells. © 2009 Mileo et al
Systèmes de contrôle de constitutionnalité par voie incidente et protection des personnes en situation de vulnérabilité
Répondant à l’appel à projets « QPC 2020 » du Conseil constitutionnel, le travail de recherche collectif – dont les résultats sont publiés dans cet ouvrage – entend évaluer l’efficacité de la question prioritaire de constitutionnalité sous l’angle particulier de la protection des personnes en situation de vulnérabilité et selon une approche de droit comparé. La recherche a ainsi eu pour ambition de dresser un bilan de la jurisprudence QPC du Conseil constitutionnel pour ce qui concerne la protection des personnes vulnérables, en la confrontant avec les procédures similaires existant dans deux pays voisins : l’Italie et l’Espagne. La protection effective des personnes qui en ont le plus besoin a semblé en effet être un point de vue particulièrement pertinent pour évaluer, de manière générale, l’efficacité du système de la QPC et pour vérifier s’il constitue un véritable progrès dans la défense des droits fondamentaux. Pour rendre compte de la manière la plus fidèle possible des résultats de cette recherche, l’ouvrage présente, dans une première partie, le rapport de synthèse adressé au Conseil constitutionnel par les porteurs du projet, dans lequel est réalisée la comparaison proprement dite ; puis, dans une seconde partie, les études nationales concernant la jurisprudence constitutionnelle des trois pays étudiés, élaborées par les chercheurs participants au projet scientifique
Structural brain abnormalities in the common epilepsies assessed in a worldwide ENIGMA study
Progressive functional decline in the epilepsies is largely unexplained. We formed the ENIGMA-Epilepsy consortium to understand factors that influence brain measures in epilepsy, pooling data from 24 research centres in 14 countries across Europe, North and South America, Asia, and Australia. Structural brain measures were extracted from MRI brain scans across 2149 individuals with epilepsy, divided into four epilepsy subgroups including idiopathic generalized epilepsies (n =367), mesial temporal lobe epilepsies with hippocampal sclerosis (MTLE; left, n = 415; right, n = 339), and all other epilepsies in aggregate (n = 1026), and compared to 1727 matched healthy controls. We ranked brain structures in order of greatest differences between patients and controls, by meta-Analysing effect sizes across 16 subcortical and 68 cortical brain regions. We also tested effects of duration of disease, age at onset, and age-by-diagnosis interactions on structural measures. We observed widespread patterns of altered subcortical volume and reduced cortical grey matter thickness. Compared to controls, all epilepsy groups showed lower volume in the right thalamus (Cohen's d = \uc3\ua2 '0.24 to \uc3\ua2 '0.73; P < 1.49 \uc3\u97 10 \uc3\ua2 '4), and lower thickness in the precentral gyri bilaterally (d = \uc3\ua2 '0.34 to \uc3\ua2 '0.52; P < 4.31 \uc3\u97 10 \uc3\ua2 '6). Both MTLE subgroups showed profound volume reduction in the ipsilateral hippocampus (d = \uc3\ua2 '1.73 to \uc3\ua2 '1.91, P < 1.4 \uc3\u97 10 \uc3\ua2 '19), and lower thickness in extrahippocampal cortical regions, including the precentral and paracentral gyri, compared to controls (d = \uc3\ua2 '0.36 to \uc3\ua2 '0.52; P < 1.49 \uc3\u97 10 \uc3\ua2 '4). Thickness differences of the ipsilateral temporopolar, parahippocampal, entorhinal, and fusiform gyri, contralateral pars triangularis, and bilateral precuneus, superior frontal and caudal middle frontal gyri were observed in left, but not right, MTLE (d = \uc3\ua2 '0.29 to \uc3\ua2 '0.54; P < 1.49 \uc3\u97 10 \uc3\ua2 '4). Contrastingly, thickness differences of the ipsilateral pars opercularis, and contralateral transverse temporal gyrus, were observed in right, but not left, MTLE (d = \uc3\ua2 '0.27 to \uc3\ua2 '0.51; P < 1.49 \uc3\u97 10 \uc3\ua2 '4). Lower subcortical volume and cortical thickness associated with a longer duration of epilepsy in the all-epilepsies, all-other-epilepsies, and right MTLE groups (beta, b < \uc3\ua2 '0.0018; P < 1.49 \uc3\u97 10 \uc3\ua2 '4). In the largest neuroimaging study of epilepsy to date, we provide information on the common epilepsies that could not be realistically acquired in any other way. Our study provides a robust ranking of brain measures that can be further targeted for study in genetic and neuropathological studies. This worldwide initiative identifies patterns of shared grey matter reduction across epilepsy syndromes, and distinctive abnormalities between epilepsy syndromes, which inform our understanding of epilepsy as a network disorder, and indicate that certain epilepsy syndromes involve more widespread structural compromise than previously assumed
Notas sobre a Carta de Veneza
This paper presents a critical reading of the Venice Charter, an Icomos key document, fruit of a conference held in 1964. The Charter is often quoted in Brazil but is not always properly understood. The conservation and restoration charters - especially those produced by international institutions - are documents that have an indicatory or, at the most, prescriptive character. They constitute the deontological foundation of many professionals involved in preservation, but they are not recipes for immediate use. In order to elaborate a well-founded reading of the document, its ideas must be understood in connection to the theoretical postulates of the time they were engendered and to the developments of the field. Thus this paper will examine these subjects, commenting and enlightening the Charter's articles and pointing out the origins of specific ideas. It also discusses how the Charter relates to previous documents and their theoretical foundations. This approach, based in a critical analysis, is necessary in order to reach a fuller interpretation of the Charter's indications so that they can be used in the present
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