Learning Theory

Long-Tailed Learning Requires Feature Learning ICLR 2023 Long-Tailed Visual Recognition via Self-Heterogeneous Integration With Knowledge Excavation CVPR 2023 Long-Term Fairness with Unknown Dynamics NeurIPS 2023 Loss Dynamics of Temporal Difference Reinforcement Learning NeurIPS 2023 Lower Bounds and Accelerated Algorithms for Bilevel Optimization JMLR 2023 Lower Bounds for Learning in Revealing POMDPs ICML 2023 Lower Bounds for the Convergence of Tensor Power Iteration on Random Overcomplete Models COLT 2023 Lower Bounds on Adaptive Sensing for Matrix Recovery NeurIPS 2023 Make Every Example Count: On the Stability and Utility of Self-Influence for Learning from Noisy NLP Datasets EMNLP 2023 Malign Overfitting: Interpolation and Invariance are Fundamentally at Odds ICLR 2023 Marginalization is not Marginal: No Bad VAE Local Minima when Learning Optimal Sparse Representations ICML 2023 Maximal Initial Learning Rates in Deep ReLU Networks ICML 2023 Maximum likelihood estimation in Gaussian process regression is ill-posed JMLR 2023 Max-Margin Works while Large Margin Fails: Generalization without Uniform Convergence ICLR 2023 Measuring the Impact of Programming Language Distribution ICML 2023 Measuring the Knowledge Acquisition-Utilization Gap in Pretrained Language Models EMNLP 2023 Memorisation Cartography: Mapping out the Memorisation-Generalisation Continuum in Neural Machine Translation EMNLP 2023 Mind the spikes: Benign overfitting of kernels and neural networks in fixed dimension NeurIPS 2023 Minimax Optimal Kernel Operator Learning via Multilevel Training ICLR 2023 Minimax Optimal Rate for Parameter Estimation in Multivariate Deviated Models NeurIPS 2023 Minimizing Dynamic Regret on Geodesic Metric Spaces COLT 2023 Minimum Width of Leaky-ReLU Neural Networks for Uniform Universal Approximation ICML 2023 Misspecification in Inverse Reinforcement Learning AAAI 2023 Mitigating Transformer Overconfidence via Lipschitz Regularization UAI 2023 Mnemonist: Locating Model Parameters that Memorize Training Examples UAI 2023