Mathematics & Optimization

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 Quantized Spectral Clustering ICLR 2021 Sparse sketches with small inversion bias COLT 2021 Sparsity-Agnostic Lasso Bandit ICML 2021 Spatiotemporal Registration for Event-Based Visual Odometry CVPR 2021 SPDE-Net: Neural Network based prediction of stabilization parameter for SUPG technique ACML 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 Estimation from Dependent Data ICML 2021 Statistical guarantees for local graph clustering JMLR 2021 Statistical Inference with M-Estimators on Adaptively Collected Data NeurIPS 2021 Statistical Query Algorithms and Low Degree Tests Are Almost Equivalent COLT 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