Stochastic Methods

Decentralized Convex Finite-Sum Optimization with Better Dependence on Condition Numbers ICML 2024 Decentralized Gradient-Free Methods for Stochastic Non-smooth Non-convex Optimization AAAI 2024 Decentralized Multi-Level Compositional Optimization Algorithms with Level-Independent Convergence Rate AISTATS 2024 Decision-Focused Learning with Directional Gradients NeurIPS 2024 Deep Learning for Computing Convergence Rates of Markov Chains NeurIPS 2024 Designing Decision Support Systems using Counterfactual Prediction Sets ICML 2024 Detection of $L_∞$ Geometry in Random Geometric Graphs: Suboptimality of Triangles and Cluster Expansion COLT 2024 Diagonalisation SGD: Fast & Convergent SGD for Non-Differentiable Models via Reparameterisation and Smoothing AISTATS 2024 Differentially Private Optimization with Sparse Gradients NeurIPS 2024 Differentially Private Set Representations NeurIPS 2024 Directional Optimism for Safe Linear Bandits AISTATS 2024 Dissimilarity Bandits AISTATS 2024 Distributed Bilevel Optimization with Communication Compression ICML 2024 Distributed Least Squares in Small Space via Sketching and Bias Reduction NeurIPS 2024 Distributionally Robust Performative Prediction NeurIPS 2024 Distributionally Robust Quickest Change Detection using Wasserstein Uncertainty Sets AISTATS 2024 Don't Compress Gradients in Random Reshuffling: Compress Gradient Differences NeurIPS 2024 Doob's Lagrangian: A Sample-Efficient Variational Approach to Transition Path Sampling NeurIPS 2024 Double Stochasticity Gazes Faster: Snap-Shot Decentralized Stochastic Gradient Tracking Methods ICML 2024 Double Variance Reduction: A Smoothing Trick for Composite Optimization Problems without First-Order Gradient ICML 2024 DP-AdamBC: Your DP-Adam Is Actually DP-SGD (Unless You Apply Bias Correction) AAAI 2024 DPPMask: Masked Image Modeling With Determinantal Point Processes WACV 2024 DQSSA: A Quantum-Inspired Solution for Maximizing Influence in Online Social Networks (Student Abstract) AAAI 2024 Drago: Primal-Dual Coupled Variance Reduction for Faster Distributionally Robust Optimization NeurIPS 2024 DU-Shapley: A Shapley Value Proxy for Efficient Dataset Valuation NeurIPS 2024