← Optimization
Mathematics & Optimization › Optimization ›

Stochastic Methods

2788 directly classified papers

Papers per year

Papers

LightGuardian: A Full-Visibility, Lightweight, In-band Telemetry System Using Sketchlets NSDI 2021
Toward Nearly-Zero-Error Sketching via Compressive Sensing NSDI 2021
Bandit Convex Optimization in Non-stationary Environments JMLR 2021
System Performance as a Function of Calibration Methods, Sample Size and Sampling Variability in Likelihood Ratio-Based Forensic Voice Comparison INTERSPEECH 2021
Regret Minimization in Heavy-Tailed Bandits COLT 2021
Multiplayer Bandit Learning, from Competition to Cooperation COLT 2021
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
On the Convergence of Langevin Monte Carlo: The Interplay between Tail Growth and Smoothness COLT 2021
Group testing and local search: is there a computational-statistical gap? COLT 2021
The Min-Max Complexity of Distributed Stochastic Convex Optimization with Intermittent Communication COLT 2021
Parameter-Free Multi-Armed Bandit Algorithms with Hybrid Data-Dependent Regret Bounds COLT 2021
Improved Regret for Zeroth-Order Stochastic Convex Bandits COLT 2021
Corruption-robust exploration in episodic reinforcement learning 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
Random Graph Matching with Improved Noise Robustness COLT 2021
Stochastic continuous normalizing flows: training SDEs as ODEs UAI 2021
Probabilistic DAG search UAI 2021
Bias-corrected peaks-over-threshold estimation of the CVaR UAI 2021
Convergence behavior of belief propagation: estimating regions of attraction via Lyapunov functions UAI 2021
Doubly non-central beta matrix factorization for DNA methylation data UAI 2021
XOR-SGD: provable convex stochastic optimization for decision-making under uncertainty UAI 2021