A Hierarchical Training Paradigm for Antibody Structure-sequence Co-design Fang Wu
Therapeutic antibodies are an essential and rapidly expanding drug modality.
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On the Hardness of Robust Classification
Pascale Gourdeau, Varun Kanade, Marta Kwiatkowska, James Worrell
Neural Information Processing Systems http://nips.cc/
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Nonparametric Density Estimation under Adversarial Losses
Shashank Singh, Ananya Uppal, Boyue Li, Chun-Liang Li, Manzil Zaheer, Barnabas Poczos
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GAMA: GenerativeAdversarialMulti-Object SceneAttacks
On the other hand, natural scenes include multiple dominant objects that are semantically related.
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A Simple Remedy for Dataset Bias via Self-Influence: A Mislabeled Sample Perspective Y eonsung Jung
However, spurious correlation remains an ongoing challenge, primarily due to the difficulty in precisely detecting these samples.
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Checklist
When drawing 1,000 z from the priorp(z)of the latent space learned by PLAS, only4%of the samples are decoded as high-return actions, while inLAPO,45%ofthedecoded actions arehigh-return actions.
LAPO: Latent-VariableAdvantage-WeightedPolicy OptimizationforOfflineReinforcementLearning
But in practice, it requires querying the behavior policy which is unknown, and using an erroneous approximation of the behavior policy can negatively affect the performance ([39]).
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Maximizing acquisition functions for Bayesian optimization
James Wilson, Frank Hutter, Marc Deisenroth
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You Only Propagate Once: Accelerating Adversarial Training via Maximal Principle
Dinghuai Zhang, Tianyuan Zhang, Yiping Lu, Zhanxing Zhu, Bin Dong
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