Stochastic Methods

PAC-Bayes Analysis for Recalibration in Classification ICML 2025 p-Mean Regret for Stochastic Bandits AAAI 2025 Policy Optimization for CMDPs with Bandit Feedback: Learning Stochastic and Adversarial Constraints ICML 2025 Polynomial-Time Relational Probabilistic Inference in Open Universes IJCAI 2025 Power Mean Estimation in Stochastic Continuous Monte-Carlo Tree Search ICML 2025 Preconditioners for the Stochastic Training of Neural Fields CVPR 2025 Privacy-Preserving Federated Convex Optimization: Balancing Partial-Participation and Efficiency via Noise Cancellation ICML 2025 Private Lossless Multiple Release ICML 2025 Proactive and Reactive Constraint Programming for Stochastic Project Scheduling with Maximal Time-Lags AAAI 2025 Provable and Practical Online Learning Rate Adaptation with Hypergradient Descent ICML 2025 Provable Benefit of Random Permutations over Uniform Sampling in Stochastic Coordinate Descent ICML 2025 Provable Complexity Improvement of AdaGrad over SGD: Upper and Lower Bounds in Stochastic Non-Convex Optimization COLT 2025 Provable Policy Gradient for Robust Average-Reward MDPs Beyond Rectangularity ICML 2025 Provably-Safe, Online System Identification RSS 2025 Proximal Interacting Particle Langevin Algorithms UAI 2025 Public Opinion Field Effect and Hawkes Process Join Hands for Information Popularity Prediction AAAI 2025 Quantum Best Arm Identification with Quantum Oracles AAAI 2025 RAMEN: Real-time Asynchronous Multi-agent Neural Implicit Mapping RSS 2025 Randomised Optimism via Competitive Co-Evolution for Matrix Games with Bandit Feedback IJCAI 2025 Randomized Iterative Solver as Iterative Refinement: A Simple Fix Towards Backward Stability AISTATS 2025 Ranking with Multiple Oracles: From Weak to Strong Stochastic Transitivity ICML 2025 Rapid Overfitting of Multi-Pass SGD in Stochastic Convex Optimization ICML 2025 Reducing Variance of Stochastic Optimization for Approximating Nash Equilibria in Normal-Form Games ICML 2025 Regional Expected Improvement for Efficient Trust Region Selection in High-Dimensional Bayesian Optimization AAAI 2025 Regular-pattern-sensitive CRFs for Distant Label Interactions ACL 2025