Stochastic Methods

Faster Spectral Density Estimation and Sparsification in the Nuclear Norm (Extended Abstract) COLT 2024 Faster Stochastic Variance Reduction Methods for Compositional MiniMax Optimization AAAI 2024 FastMAC: Stochastic Spectral Sampling of Correspondence Graph CVPR 2024 Fast Minimization of Expected Logarithmic Loss via Stochastic Dual Averaging AISTATS 2024 Fast parallel sampling under isoperimetry COLT 2024 Fast Rates for Bandit PAC Multiclass Classification NeurIPS 2024 Fast sampling from constrained spaces using the Metropolis-adjusted Mirror Langevin algorithm COLT 2024 Fault Tolerant ML: Efficient Meta-Aggregation and Synchronous Training ICML 2024 FedCBO: Reaching Group Consensus in Clustered Federated Learning through Consensus-based Optimization JMLR 2024 Federated Learning under Periodic Client Participation and Heterogeneous Data: A New Communication-Efficient Algorithm and Analysis NeurIPS 2024 Federated X-armed Bandit AAAI 2024 Feedback-Based Adaptive Crossover-Rate in Evolutionary Computation IJCAI 2024 Findings of the WMT 2024 Shared Task on Chat Translation EMNLP 2024 Finding Super-spreaders in Network Cascades COLT 2024 Finite-time Analysis of Globally Nonstationary Multi-Armed Bandits JMLR 2024 From Biased to Unbiased Dynamics: An Infinitesimal Generator Approach NeurIPS 2024 Gaussian Cooling and Dikin Walks: The Interior-Point Method for Logconcave Sampling COLT 2024 Gaussian Process Bandits for Top-k Recommendations NeurIPS 2024 Generalization Analysis of Stochastic Weight Averaging with General Sampling ICML 2024 Generalization Bounds for Heavy-Tailed SDEs through the Fractional Fokker-Planck Equation ICML 2024 Generalization Bounds of Nonconvex-(Strongly)-Concave Stochastic Minimax Optimization AISTATS 2024 General Tail Bounds for Non-Smooth Stochastic Mirror Descent AISTATS 2024 Generate Synthetic Text Approximating the Private Distribution with Differential Privacy IJCAI 2024 GGD: Grafting Gradient Descent JMLR 2024 Global Rewards in Restless Multi-Armed Bandits NeurIPS 2024