Continuous Optimization

A Value-Function-based Interior-point Method for Non-convex Bi-level Optimization ICML 2021 Averaging on the Bures-Wasserstein manifold: dimension-free convergence of gradient descent NeurIPS 2021 A Wasserstein Minimax Framework for Mixed Linear Regression ICML 2021 A Zeroth-Order Block Coordinate Descent Algorithm for Huge-Scale Black-Box Optimization ICML 2021 Best of Both Worlds: Practical and Theoretically Optimal Submodular Maximization in Parallel NeurIPS 2021 Better Algorithms for Individually Fair k-Clustering NeurIPS 2021 Beyond Perturbation Stability: LP Recovery Guarantees for MAP Inference on Noisy Stable Instances AISTATS 2021 Bilinear Parameterization for Non-Separable Singular Value Penalties CVPR 2021 Block-wise Word Embedding Compression Revisited: Better Weighting and Structuring EMNLP 2021 BOBCAT: Bilevel Optimization-Based Computerized Adaptive Testing IJCAI 2021 Boosting for Online Convex Optimization ICML 2021 Breaking the Linear Iteration Cost Barrier for Some Well-known Conditional Gradient Methods Using MaxIP Data-structures NeurIPS 2021 Can we globally optimize cross-validation loss? Quasiconvexity in ridge regression NeurIPS 2021 Cinematic-L1 Video Stabilization With a Log-Homography Model WACV 2021 Communication-Efficient Distributed Optimization with Quantized Preconditioners ICML 2021 Communication-Efficient Distributed SVD via Local Power Iterations ICML 2021 Communication Efficient Primal-Dual Algorithm for Nonconvex Nonsmooth Distributed Optimization AISTATS 2021 Comparison of the Finite Element Method, the Multimodal Method and the Transmission-Line Model for the Computation of Vocal Tract Transfer Functions Interspeech 2021 Complexity Lower Bounds for Nonconvex-Strongly-Concave Min-Max Optimization NeurIPS 2021 Consistent Right-Invariant Fixed-Lag Smoother with Application to Visual Inertial SLAM AAAI 2021 Continuized Accelerations of Deterministic and Stochastic Gradient Descents, and of Gossip Algorithms NeurIPS 2021 Continuum-Armed Bandits: A Function Space Perspective AISTATS 2021 Controlled Text Generation as Continuous Optimization with Multiple Constraints NeurIPS 2021 Convex Clustering: Model, Theoretical Guarantee and Efficient Algorithm JMLR 2021 Convex-Concave Min-Max Stackelberg Games NeurIPS 2021