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How Evaluation Choices Distort the Outcome of Generative Drug Discovery

arXiv:2501.05457v2 Announce Type: replace-cross Abstract: “How to evaluate the de novo designs proposed by a generative model?” Despite the transformative potential of generative deep learning in drug discovery, this seemingly simple question has no clear answer. The absence of standardized…

On Stealing Graph Neural Network Models

arXiv:2511.07170v2 Announce Type: replace Abstract: Current graph neural network (GNN) model-stealing methods rely heavily on queries to the victim model, assuming no hard query limits. However, in reality, the number of allowed queries can be severely limited. In this paper,…

Reassessing feature-based Android malware detection in a contemporary context

arXiv:2301.12778v4 Announce Type: replace Abstract: We report the findings of a reimplementation of 18 foundational studies in feature-based machine learning for Android malware detection, published during the period 2013-2023. These studies are reevaluated on a level playing field using a…

How Evaluation Choices Distort the Outcome of Generative Drug Discovery

arXiv:2501.05457v2 Announce Type: replace-cross Abstract: “How to evaluate the de novo designs proposed by a generative model?” Despite the transformative potential of generative deep learning in drug discovery, this seemingly simple question has no clear answer. The absence of standardized…

What insiders anonymously think about the AI race

This is an excerpt of Sources by Alex Heath, a newsletter about AI and the tech industry, syndicated just for The Verge subscribers once a week. I spent yesterday at Eric Newcomer’s Cerebral Valley conference in San Francisco, which is…

What insiders anonymously think about the AI race

This is an excerpt of Sources by Alex Heath, a newsletter about AI and the tech industry, syndicated just for The Verge subscribers once a week. I spent yesterday at Eric Newcomer’s Cerebral Valley conference in San Francisco, which is…

What insiders anonymously think about the AI race

This is an excerpt of Sources by Alex Heath, a newsletter about AI and the tech industry, syndicated just for The Verge subscribers once a week. I spent yesterday at Eric Newcomer’s Cerebral Valley conference in San Francisco, which is…