Continuous Optimization

Second Order Techniques for Learning Time-series with Structural Breaks AAAI 2021 Sequential Domain Adaptation by Synthesizing Distributionally Robust Experts ICML 2021 SGD for Structured Nonconvex Functions: Learning Rates, Minibatching and Interpolation AISTATS 2021 SG-PALM: a Fast Physically Interpretable Tensor Graphical Model ICML 2021 Simple steps are all you need: Frank-Wolfe and generalized self-concordant functions NeurIPS 2021 Single Pass Entrywise-Transformed Low Rank Approximation ICML 2021 Skew-symmetrically perturbed gradient flow for convex optimization ACML 2021 Small random initialization is akin to spectral learning: Optimization and generalization guarantees for overparameterized low-rank matrix reconstruction NeurIPS 2021 Smooth Bilevel Programming for Sparse Regularization NeurIPS 2021 Smooth Convex Optimization Using Sub-Zeroth-Order Oracles AAAI 2021 Softmax Tree: An Accurate, Fast Classifier When the Number of Classes Is Large EMNLP 2021 Solving Min-Max Optimization with Hidden Structure via Gradient Descent Ascent NeurIPS 2021 SONIA: A Symmetric Blockwise Truncated Optimization Algorithm AISTATS 2021 Sound Source Localization with Majorization Minimization Interspeech 2021 Sparse and Smooth Signal Estimation: Convexification of L0-Formulations JMLR 2021 Sparse Convex Optimization via Adaptively Regularized Hard Thresholding JMLR 2021 Sparse Quadratic Optimisation over the Stiefel Manifold with Application to Permutation Synchronisation NeurIPS 2021 Spatiotemporal Registration for Event-Based Visual Odometry CVPR 2021 Speech Decomposition Based on a Hybrid Speech Model and Optimal Segmentation Interspeech 2021 Square Root Bundle Adjustment for Large-Scale Reconstruction CVPR 2021 Square Root Marginalization for Sliding-Window Bundle Adjustment ICCV 2021 Square Root Principal Component Pursuit: Tuning-Free Noisy Robust Matrix Recovery NeurIPS 2021 Stochastic $L^\natural$-convex Function Minimization NeurIPS 2021 Sublinear Classical and Quantum Algorithms for General Matrix Games AAAI 2021 Submodular + Concave NeurIPS 2021