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Stochastic Methods

2788 directly classified papers

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Papers

Linear Streaming Bandit: Regret Minimization and Fixed-Budget Epsilon-Best Arm Identification AAAI 2025
VeRecycle: Reclaiming Guarantees from Probabilistic Certificates for Stochastic Dynamical Systems after Change IJCAI 2025
Speeding Up Hyper-Heuristics With Markov-Chain Operator Selection and the Only-Worsening Acceptance Operator IJCAI 2025
Theoretical Analysis of Evolutionary Algorithms with Quality Diversity for a Classical Path Planning Problem IJCAI 2025
Scalable Speed-ups for the SMS-EMOA from a Simple Aging Strategy IJCAI 2025
Polynomial-Time Relational Probabilistic Inference in Open Universes IJCAI 2025
A Primal-dual Perspective for Distributed TD-learning IJCAI 2025
Stability and Generalization for Stochastic (Compositional) Optimizations IJCAI 2025
Continuous Diffusive Prediction Network for Multi-Station Weather Prediction IJCAI 2025
Trace: Structural Riemannian Bridge Matching for Transferable Source Localization in Information Propagation IJCAI 2025
Decomposing Inconsistencies: Marginal Contributions and Pooling Techniques IJCAI 2025
Resistance is Futile: Gradually Declining Immunity Retains the Exponential Duration of Immunity-Free Diffusion IJCAI 2025
Langevin Multiplicative Weights Update with Applications in Polynomial Portfolio Management AAAI 2025
How Well Does First-Token Entropy Approximate Word Entropy as a Psycholinguistic Predictor? IJCNLP 2025
Dyn-D^2P: Dynamic Differentially Private Decentralized Learning with Provable Utility Guarantee IJCAI 2025
Approximate Lifted Model Construction IJCAI 2025
Online Resource Sharing: Better Robust Guarantees via Randomized Strategies IJCAI 2025
A Fast-Adaptive Cognitive Diagnosis Framework for Computerized Adaptive Testing Systems IJCAI 2025
Dynamic Higher-Order Relations and Event-Driven Temporal Modeling for Stock Price Forecasting IJCAI 2025
Provably-Safe, Online System Identification RSS 2025
P$^2$C$^2$Net: PDE-Preserved Coarse Correction Network for efficient prediction of spatiotemporal dynamics NIPS 2024
Federated X-armed Bandit AAAI 2024
QLABGrad: A Hyperparameter-Free and Convergence-Guaranteed Scheme for Deep Learning AAAI 2024
Drago: Primal-Dual Coupled Variance Reduction for Faster Distributionally Robust Optimization NIPS 2024
Data subsampling for Poisson regression with pth-root-link NIPS 2024