Theory

A Convergence Theory for SVGD in the Population Limit under Talagrand’s Inequality T1 ICML 2022 Adapting k-means Algorithms for Outliers ICML 2022 A Deeper Understanding of State-Based Critics in Multi-Agent Reinforcement Learning AAAI 2022 A Dimensionality Reduction Method for Finding Least Favorable Priors with a Focus on Bregman Divergence AISTATS 2022 Adversarial Concept Erasure in Kernel Space EMNLP 2022 Adversarial Robustness is at Odds with Lazy Training NeurIPS 2022 A Dynamical System Perspective for Lipschitz Neural Networks ICML 2022 A Few More Examples May Be Worth Billions of Parameters EMNLP 2022 A general approximation lower bound in L^p norm, with applications to feed-forward neural networks NeurIPS 2022 A global analysis of metrics used for measuring performance in natural language processing ACL 2022 A global convergence theory for deep ReLU implicit networks via over-parameterization ICLR 2022 A gradient sampling method with complexity guarantees for Lipschitz functions in high and low dimensions NeurIPS 2022 Agreement-on-the-line: Predicting the Performance of Neural Networks under Distribution Shift NeurIPS 2022 Agree To Disagree: When Deep Learning Models With Identical Architectures Produce Distinct Explanations WACV 2022 Almost Optimal Universal Lower Bound for Learning Causal DAGs with Atomic Interventions AISTATS 2022 Almost Tight L0-norm Certified Robustness of Top-k Predictions against Adversarial Perturbations ICLR 2022 A Manifold View of Adversarial Risk AISTATS 2022 A Multivariate Complexity Analysis of Qualitative Reasoning Problems IJCAI 2022 Analysis of a Target-Based Actor-Critic Algorithm with Linear Function Approximation AISTATS 2022 Analysis of Langevin Monte Carlo from Poincare to Log-Sobolev COLT 2022 Analytical Reasoning of Text NAACL 2022 Analytic-DPM: an Analytic Estimate of the Optimal Reverse Variance in Diffusion Probabilistic Models ICLR 2022 Analyzing Lottery Ticket Hypothesis from PAC-Bayesian Theory Perspective NeurIPS 2022 Analyzing Sharpness along GD Trajectory: Progressive Sharpening and Edge of Stability NeurIPS 2022 Analyzing the Use of Influence Functions for Instance-Specific Data Filtering in Neural Machine Translation EMNLP 2022