Theory

Neural Network Weights Do Not Converge to Stationary Points: An Invariant Measure Perspective ICML 2022 Neural Tangent Kernel Analysis of Deep Narrow Neural Networks ICML 2022 Neural Tangent Kernel Beyond the Infinite-Width Limit: Effects of Depth and Initialization ICML 2022 Neuron with Steady Response Leads to Better Generalization NeurIPS 2022 New Lower Bounds for Private Estimation and a Generalized Fingerprinting Lemma NeurIPS 2022 No Free Lunch from Deep Learning in Neuroscience: A Case Study through Models of the Entorhinal-Hippocampal Circuit NeurIPS 2022 (Non-)Convergence Results for Predictive Coding Networks ICML 2022 Non-Convex Bilevel Games with Critical Point Selection Maps NeurIPS 2022 Non-Linear Operator Approximations for Initial Value Problems ICLR 2022 Not too little, not too much: a theoretical analysis of graph (over)smoothing NeurIPS 2022 Number Theory Meets Linguistics: Modelling Noun Pluralisation Across 1497 Languages Using 2-adic Metrics AACL 2022 Off-Policy Fitted Q-Evaluation with Differentiable Function Approximators: Z-Estimation and Inference Theory ICML 2022 Of Human Criteria and Automatic Metrics: A Benchmark of the Evaluation of Story Generation COLING 2022 On Batch Teaching with Sample Complexity Bounded by VCD NeurIPS 2022 On characterizations of learnability with computable learners COLT 2022 On Collective Robustness of Bagging Against Data Poisoning ICML 2022 On Combining Bags to Better Learn from Label Proportions AISTATS 2022 On Computing Probabilistic Explanations for Decision Trees NeurIPS 2022 On feature learning in neural networks with global convergence guarantees ICLR 2022 On Image Segmentation With Noisy Labels: Characterization and Volume Properties of the Optimal Solutions to Accuracy and Dice NeurIPS 2022 On Infinite Separations Between Simple and Optimal Mechanisms NeurIPS 2022 On Isotropy Calibration of Transformer Models ACL 2022 Online and Consistent Correlation Clustering ICML 2022 Online Minimax Multiobjective Optimization: Multicalibeating and Other Applications NeurIPS 2022 Online Planning in POMDPs with Self-Improving Simulators IJCAI 2022