Optimization

Local and Global Linear Convergence of General Low-Rank Matrix Recovery Problems AAAI 2022 LTL on Weighted Finite Traces: Formal Foundations and Algorithms IJCAI 2022 Mappings for Marginal Probabilities with Applications to Models in Statistical Physics JMLR 2022 Minimax Optimization: The Case of Convex-Submodular AISTATS 2022 More Efficient Sampling for Tensor Decomposition With Worst-Case Guarantees ICML 2022 Multilevel Optimization for Inverse Problems COLT 2022 Multimodal Colored Point Cloud to Image Alignment CVPR 2022 Near-Isometric Properties of Kronecker-Structured Random Tensor Embeddings NeurIPS 2022 Nearly Optimal Algorithms for Level Set Estimation AISTATS 2022 Negative curvature obstructs acceleration for strongly geodesically convex optimization, even with exact first-order oracles COLT 2022 Neural Stochastic Dual Dynamic Programming ICLR 2022 Non-convex online learning via algorithmic equivalence NeurIPS 2022 On a Connection Between Fast and Sparse Oblivious Subspace Embeddings AISTATS 2022 On Constraints in First-Order Optimization: A View from Non-Smooth Dynamical Systems JMLR 2022 On Learning Mixture of Linear Regressions in the Non-Realizable Setting ICML 2022 On Structured Filtering-Clustering: Global Error Bound and Optimal First-Order Algorithms AISTATS 2022 On the Convergence Rate of Off-Policy Policy Optimization Methods with Density-Ratio Correction AISTATS 2022 On the Convergence Theory for Hessian-Free Bilevel Algorithms NeurIPS 2022 On the Finite-Time Complexity and Practical Computation of Approximate Stationarity Concepts of Lipschitz Functions ICML 2022 Optimal Algorithms for Stochastic Multi-Level Compositional Optimization ICML 2022 Optimal and Adaptive Monteiro-Svaiter Acceleration NeurIPS 2022 Optimality and Stability in Non-Convex Smooth Games JMLR 2022 Optimization-Derived Learning with Essential Convergence Analysis of Training and Hyper-training ICML 2022 Optimizer Amalgamation ICLR 2022 Original or Translated? A Causal Analysis of the Impact of Translationese on Machine Translation Performance NAACL 2022