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Papers (including subtopics)

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 Feature Selection Makes Batch Reinforcement Learning More Sample Efficient ICML 2021 Sparse Quadratic Optimisation over the Stiefel Manifold with Application to Permutation Synchronisation NeurIPS 2021 Sparse sketches with small inversion bias COLT 2021 Sparsity-Agnostic Lasso Bandit ICML 2021 Spatiotemporal Registration for Event-Based Visual Odometry CVPR 2021 Spectral Planting and the Hardness of Refuting Cuts, Colorability, and Communities in Random Graphs COLT 2021 Spectral vertex sparsifiers and pair-wise spanners over distributed graphs ICML 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 SSMF: Shifting Seasonal Matrix Factorization NeurIPS 2021 Stability and Generalization of Decentralized Stochastic Gradient Descent AAAI 2021 Stability and Identification of Random Asynchronous Linear Time-Invariant Systems L4DC 2021 Stable Online Control of Linear Time-Varying Systems L4DC 2021 Statistical Inference with M-Estimators on Adaptively Collected Data NeurIPS 2021 STELAR: Spatio-temporal Tensor Factorization with Latent Epidemiological Regularization AAAI 2021 STEM: A Stochastic Two-Sided Momentum Algorithm Achieving Near-Optimal Sample and Communication Complexities for Federated Learning NeurIPS 2021 STEP: Stochastic Traversability Evaluation and Planning for Risk-Aware Off-road Navigation RSS 2021 Stochastic $L^\natural$-convex Function Minimization NeurIPS 2021