Stochastic Methods

Dynamic Byzantine-Robust Learning: Adapting to Switching Byzantine Workers ICML 2024 Dynamic Service Fee Pricing under Strategic Behavior: Actions as Instruments and Phase Transition NeurIPS 2024 Effectiveness of Constant Stepsize in Markovian LSA and Statistical Inference AAAI 2024 Efficient Algorithms for Empirical Group Distributionally Robust Optimization and Beyond ICML 2024 Efficient Algorithms for Non-gaussian Single Index Models with Generative Priors AAAI 2024 Efficient Constraint Generation for Stochastic Shortest Path Problems AAAI 2024 Efficient Continual Finite-Sum Minimization ICLR 2024 Efficient Online Set-valued Classification with Bandit Feedback ICML 2024 Efficient Quantum Agnostic Improper Learning of Decision Trees AISTATS 2024 Efficient Stochastic Approximation of Minimax Excess Risk Optimization ICML 2024 Energy-Based Modelling for Discrete and Mixed Data via Heat Equations on Structured Spaces NeurIPS 2024 Equation Discovery with Bayesian Spike-and-Slab Priors and Efficient Kernels AISTATS 2024 Equivalence Testing: The Power of Bounded Adaptivity AISTATS 2024 Escaping Saddle Points in Heterogeneous Federated Learning via Distributed SGD with Communication Compression AISTATS 2024 Exact Gradients for Stochastic Spiking Neural Networks Driven by Rough Signals NeurIPS 2024 Exact Mean Square Linear Stability Analysis for SGD COLT 2024 Exploration, Exploitation, and Engagement in Multi-Armed Bandits with Abandonment JMLR 2024 Exploration via linearly perturbed loss minimisation AISTATS 2024 Exploring Syllable Discriminability during Diadochokinetic Task with Increasing Dysarthria Severity for Patients with Amyotrophic Lateral Sclerosis Interspeech 2024 Fair and Welfare-Efficient Constrained Multi-Matchings under Uncertainty NeurIPS 2024 Fast 1-Wasserstein distance approximations using greedy strategies AISTATS 2024 Fast Dynamic Sampling for Determinantal Point Processes AISTATS 2024 Faster Adaptive Decentralized Learning Algorithms ICML 2024 Faster Differentially Private Top-k Selection: A Joint Exponential Mechanism with Pruning NeurIPS 2024 Faster Sampling without Isoperimetry via Diffusion-based Monte Carlo COLT 2024