Mathematics & Optimization

Tackling Data Heterogeneity: A New Unified Framework for Decentralized SGD with Sample-induced Topology ICML 2022 Target alignment in truncated kernel ridge regression NeurIPS 2022 Task-Free Continual Learning via Online Discrepancy Distance Learning NeurIPS 2022 Taylor-Lagrange Neural Ordinary Differential Equations: Toward Fast Training and Evaluation of Neural ODEs IJCAI 2022 TD-GEN: Graph Generation Using Tree Decomposition AISTATS 2022 Team Correlated Equilibria in Zero-Sum Extensive-Form Games via Tree Decompositions AAAI 2022 Telling self-defining memories: An acoustic study of natural emotional speech productions Interspeech 2022 Template based Graph Neural Network with Optimal Transport Distances NeurIPS 2022 Temporal Graph Analysis of Misinformation Spreaders in Social Media COLING 2022 Tensor Wheel Decomposition and Its Tensor Completion Application NeurIPS 2022 Testing Granger Non-Causality in Panels with Cross-Sectional Dependencies AISTATS 2022 Text Style Transfer via Optimal Transport NAACL 2022 TFPnP: Tuning-free Plug-and-Play Proximal Algorithms with Applications to Inverse Imaging Problems JMLR 2022 The AIM and EM Algorithms for Learning from Coarse Data JMLR 2022 The Algebraic Path Problem for Graph Metrics ICML 2022 The alignment property of SGD noise and how it helps select flat minima: A stability analysis NeurIPS 2022 The Bullets Puzzle: A Paper-and-Pencil Minesweeper AAAI 2022 The Burer-Monteiro SDP method can fail even above the Barvinok-Pataki bound NeurIPS 2022 The Complexity of Envy-Free Graph Cutting IJCAI 2022 The Complexity of Learning Approval-Based Multiwinner Voting Rules AAAI 2022 The Complexity of Proportionality Degree in Committee Elections AAAI 2022 The Complexity of Subelection Isomorphism Problems AAAI 2022 The Complexity of Temporal Vertex Cover in Small-Degree Graphs AAAI 2022 The Correlation-assisted Missing Data Estimator JMLR 2022 The Curse of Unrolling: Rate of Differentiating Through Optimization NeurIPS 2022