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Stochastic Methods

1077 directly classified papers

Papers per year

Papers

Leveraging Sparsity for Privacy in Collaborative Inference WACV 2026
Departures: Distributional Transport for Single-Cell Perturbation Prediction with Neural Schrödinger Bridges AAAI 2026
Bandit Learning in Housing Markets AAAI 2026
Convergence Rate in a Nonlinear Two-Time-Scale Stochastic Approximation with State (Time)-Dependence AAAI 2025
Training with Fewer Bits: Unlocking Edge LLMs Training with Stochastic Rounding EMNLP 2025
AdaGK-SGD: Adaptive Global Knowledge Guided Distributed Stochastic Gradient Descent AAAI 2025
Boosting Test Performance with Importance Sampling--a Subpopulation Perspective AAAI 2025
Exploring Hybrid Sampling Inference for Aspect-based Sentiment Analysis NAACL 2025
3D Test-time Adaptation via Graph Spectral Driven Point Shift ICCV 2025
Offline-to-Online Hyperparameter Transfer for Stochastic Bandits AAAI 2025
Faster Double Adaptive Gradient Methods AAAI 2025
Error Analysis Affected by Heavy-Tailed Gradients for Non-Convex Pairwise Stochastic Gradient Descent AAAI 2025
Stability and Generalization of Zeroth-Order Decentralized Stochastic Gradient Descent with Changing Topology AAAI 2025
Coupling-based Convergence Diagnostic and Stepsize Scheme for Stochastic Gradient Descent AAAI 2025
On Adaptive Stochastic Optimization for Streaming Data: A Newton's Method with O(dN) Operations JMLR 2025
Adaptive Client Sampling in Federated Learning via Online Learning with Bandit Feedback JMLR 2025
On the O(sqrt(d)/T^(1/4)) Convergence Rate of RMSProp and Its Momentum Extension Measured by l_1 Norm JMLR 2025
Revisiting Gradient Normalization and Clipping for Nonconvex SGD under Heavy-Tailed Noise: Necessity, Sufficiency, and Acceleration JMLR 2025
Monte Carlo Temperature: a robust sampling strategy for LLM’s uncertainty quantification methods NAACL 2025
Accelerating Diffusion Sampling via Exploiting Local Transition Coherence ICCV 2025
In-Domain African Languages Translation Using LLMs and Multi-armed Bandits ACL 2025
Forecasting Competitions with Correlated Events AAAI 2025
Nonconvex Stochastic Bregman Proximal Gradient Method with Application to Deep Learning JMLR 2025
Contextual Stochastic Optimization for School Desegregation Policymaking AAAI 2025
ThoughtSculpt: Reasoning with Intermediate Revision and Search NAACL 2025