Theory

The Bayesian Stability Zoo NeurIPS 2023 The Benefits of Mixup for Feature Learning ICML 2023 The Benefits of Model-Based Generalization in Reinforcement Learning ICML 2023 The Clock and the Pizza: Two Stories in Mechanistic Explanation of Neural Networks NeurIPS 2023 The Computational Complexity of Concise Hypersphere Classification ICML 2023 The Computational Complexity of Finding Stationary Points in Non-Convex Optimization COLT 2023 The Curious Price of Distributional Robustness in Reinforcement Learning with a Generative Model NeurIPS 2023 The Devil is in the Details: On the Pitfalls of Event Extraction Evaluation ACL 2023 The Distributional Hypothesis Does Not Fully Explain the Benefits of Masked Language Model Pretraining EMNLP 2023 The #DNN-Verification Problem: Counting Unsafe Inputs for Deep Neural Networks IJCAI 2023 The Double-Edged Sword of Implicit Bias: Generalization vs. Robustness in ReLU Networks NeurIPS 2023 The Economics of Machine Learning IJCAI 2023 The Edge of Orthogonality: A Simple View of What Makes BYOL Tick ICML 2023 The Effect of Preferences in Abstract Argumentation under a Claim-Centric View AAAI 2023 The Elephant in the Room: Analyzing the Presence of Big Tech in Natural Language Processing Research ACL 2023 The emergence of clusters in self-attention dynamics NeurIPS 2023 The Fine Print on Tempered Posteriors ACML 2023 The First Proven Performance Guarantees for the Non-Dominated Sorting Genetic Algorithm II (NSGA-II) on a Combinatorial Optimization Problem IJCAI 2023 The Geometry of Neural Nets' Parameter Spaces Under Reparametrization NeurIPS 2023 The Hardness of Reasoning about Probabilities and Causality IJCAI 2023 The Hessian perspective into the Nature of Convolutional Neural Networks ICML 2023 The Ideal Continual Learner: An Agent That Never Forgets ICML 2023 The Implicit Bias of Benign Overfitting JMLR 2023 The Implicit Regularization of Dynamical Stability in Stochastic Gradient Descent ICML 2023 The Implicit Regularization of Momentum Gradient Descent in Overparametrized Models AAAI 2023