Efficient Generalization with Distributionally Robust LearningSoumyadip GhoshMark Squillanteet al.2021NeurIPS 2021
Formalizing Generalization and Adversarial Robustness of Neural Networks to Weight PerturbationsYu-Lin TsaiChia-Yi Hsuet al.2021NeurIPS 2021
Robust Deep Reinforcement Learning through Adversarial LossTuomas OikarinenWang Zhanget al.2021NeurIPS 2021
OpenMatch: Open-Set Semi-supervised Learning with Open-set Consistency RegularizationKuniaki SaitoDonghyun Kimet al.2021NeurIPS 2021
Deep Bandits Show-Off: Simple and Efficient Exploration with Deep NetworksRong ZhuMattia Rigotti2021NeurIPS 2021
Asymptotically Exact Error Characterization of Offline Policy Evaluation with Misspecified Linear ModelsKohei Miyaguchi2021NeurIPS 2021
Why Lottery Ticket Wins? A Theoretical Perspective of Sample Complexity on Sparse Neural NetworksShuai ZhangMeng Wenget al.2021NeurIPS 2021
PTR: A Benchmark for Part-based Conceptual, Relational, and Physical ReasoningYining HongLi Yiet al.2021NeurIPS 2021