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Stochastic Methods

2,788 papers

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Papers

Cooperative and Stochastic Multi-Player Multi-Armed Bandit: Optimal Regret With Neither Communication Nor Collisions COLT 2021
Optimal dimension dependence of the Metropolis-Adjusted Langevin Algorithm COLT 2021
Sparse sketches with small inversion bias COLT 2021
Random Coordinate Langevin Monte Carlo COLT 2021
Kernel Thinning COLT 2021
On the Convergence of Langevin Monte Carlo: The Interplay between Tail Growth and Smoothness COLT 2021
Convergence rates and approximation results for SGD and its continuous-time counterpart COLT 2021
Streaming k-PCA: Efficient guarantees for Oja’s algorithm, beyond rank-one updates COLT 2021
Group testing and local search: is there a computational-statistical gap? COLT 2021
Parameter-Free Multi-Armed Bandit Algorithms with Hybrid Data-Dependent Regret Bounds COLT 2021
Projected Stochastic Gradient Langevin Algorithms for Constrained Sampling and Non-Convex Learning COLT 2021
Improved Regret for Zeroth-Order Stochastic Convex Bandits COLT 2021
Structured Logconcave Sampling with a Restricted Gaussian Oracle COLT 2021
Corruption-robust exploration in episodic reinforcement learning COLT 2021
Random Graph Matching with Improved Noise Robustness COLT 2021
Improved Analysis of the Tsallis-INF Algorithm in Stochastically Constrained Adversarial Bandits and Stochastic Bandits with Adversarial Corruptions COLT 2021
Learning to Stop with Surprisingly Few Samples COLT 2021
The Min-Max Complexity of Distributed Stochastic Convex Optimization with Intermittent Communication COLT 2021
Learning Deep Latent Variable Models by Short-Run MCMC Inference With Optimal Transport Correction CVPR 2021
Learning by Watching CVPR 2021
Enhance Curvature Information by Structured Stochastic Quasi-Newton Methods CVPR 2021
Polarimetric Normal Stereo CVPR 2021
Searching for More Efficient Dynamic Programs EMNLP 2021
Personalized Extractive Summarization Using an Ising Machine Towards Real-time Generation of Efficient and Coherent Dialogue Scenarios EMNLP 2021
Accelerating Atmospheric Turbulence Simulation via Learned Phase-to-Space Transform ICCV 2021