Theory

Group Wisdom at a Price: Jury Theorems with Costly Information IJCAI 2022 Guaranteed Conservation of Momentum for Learning Particle-based Fluid Dynamics NeurIPS 2022 Hardness and Algorithms for Robust and Sparse Optimization ICML 2022 Hardness in Markov Decision Processes: Theory and Practice NeurIPS 2022 Hardness of Noise-Free Learning for Two-Hidden-Layer Neural Networks NeurIPS 2022 Hard to Forget: Poisoning Attacks on Certified Machine Unlearning AAAI 2022 Harmless interpolation in regression and classification with structured features AISTATS 2022 H-Consistency Bounds for Surrogate Loss Minimizers ICML 2022 Heterogeneous Facility Location with Limited Resources AAAI 2022 Hidden Convexity of Wasserstein GANs: Interpretable Generative Models with Closed-Form Solutions ICLR 2022 High-dimensional limit theorems for SGD: Effective dynamics and critical scaling NeurIPS 2022 High-Dimensional Projection Pursuit: Outer Bounds and Applications to Interpolation in Neural Networks COLT 2022 High Probability Generalization Bounds with Fast Rates for Minimax Problems ICLR 2022 Holomorphic Equilibrium Propagation Computes Exact Gradients Through Finite Size Oscillations NeurIPS 2022 How and When Random Feedback Works: A Case Study of Low-Rank Matrix Factorization AISTATS 2022 How and Why to Manipulate Your Own Agent: On the Incentives of Users of Learning Agents NeurIPS 2022 How many degrees of freedom do we need to train deep networks: a loss landscape perspective ICLR 2022 How Many Representatives Do We Need? The Optimal Size of a Congress Voting on Binary Issues AAAI 2022 How Powerful are Spectral Graph Neural Networks ICML 2022 How to scale hyperparameters for quickshift image segmentation AISTATS 2022 How to Train Your Wide Neural Network Without Backprop: An Input-Weight Alignment Perspective ICML 2022 How (Un)Faithful is Attention? EMNLP 2022 How Universal is Metonymy? Results from a Large-Scale Multilingual Analysis NAACL 2022 Human Judgement as a Compass to Navigate Automatic Metrics for Formality Transfer ACL 2022 Hyperparameter Sensitivity in Deep Outlier Detection: Analysis and a Scalable Hyper-Ensemble Solution NeurIPS 2022