Stochastic Methods

Robust SDE Parameter Estimation Under Missing Time Information Setting AAAI 2026 Sequential Selling with Sunk Cost Bias AAAI 2026 Shapley Value Approximation Based on k-Additive Games AAAI 2026 Stochastic Ray Tracing for the Reconstruction of 3D Gaussian Splatting CVPR 2026 ST-TPP: Learning Semi-Transductive Temporal Point Processes with Gromov-Wasserstein Barycentric Regularization AAAI 2026 Towards a Rigorous Understanding of the Population Dynamics of the NSGA-III: Tight Runtime Bounds AAAI 2026 Vanilla SGD with Momentum Survives Heavy-Tailed Noise: Convergence Analysis without Gradient Clipping or Normalization UAI 2026 Variance Computation for Weighted Model Counting with Knowledge Compilation Approach AAAI 2026 Achieving Linear Speedup and Near-Optimal Complexity for Decentralized Optimization over Row-stochastic Networks ICML 2025 A Comprehensive Framework for Analyzing the Convergence of Adam: Bridging the Gap with SGD ICML 2025 Adaptive Non-Uniform Timestep Sampling for Accelerating Diffusion Model Training CVPR 2025 ADELA: Accelerating Evolutionary Design of Machine Learning Pipelines with the Accompanying Surrogate Model AAAI 2025 Adjusted Expected Improvement for Cumulative Regret Minimization in Noisy Bayesian Optimization JMLR 2025 A Fast-Adaptive Cognitive Diagnosis Framework for Computerized Adaptive Testing Systems IJCAI 2025 Algorithmic Composition Using Narrative Structure and Tension IJCAI 2025 A New Random Reshuffling Method for Nonsmooth Nonconvex Finite-sum Optimization JMLR 2025 A Non-Asymptotic Convergent Analysis for Scored-Based Graph Generative Model via a System of Stochastic Differential Equations ICML 2025 An Online Adaptive Sampling Algorithm for Stochastic Difference-of-convex Optimization with Time-varying Distributions ICML 2025 A Parameter-Free and Near-Optimal Zeroth-Order Algorithm for Stochastic Convex Optimization ICML 2025 Approximate Lifted Model Construction IJCAI 2025 A Primal-dual Perspective for Distributed TD-learning IJCAI 2025 Armijo Line-search Can Make (Stochastic) Gradient Descent Provably Faster ICML 2025 Asymptotic Analysis of Weighted Fair Division IJCAI 2025 A Thorough Comparison Between Independent Cascade and Susceptible-Infected-Recovered Models AAAI 2025 A Unified View on Learning Unnormalized Distributions via Noise-Contrastive Estimation ICML 2025