Stochastic Processes

Exact Mean Square Linear Stability Analysis for SGD COLT 2024 Existence Is Chaos: Enhancing 3D Human Motion Prediction with Uncertainty Consideration AAAI 2024 Experience as Source for Anticipation and Planning: Experiential Policy Learning for Target-driven Recommendation Dialogues EMNLP 2024 Exploiting the Replay Memory Before Exploring the Environment: Enhancing Reinforcement Learning Through Empirical MDP Iteration NeurIPS 2024 Exploring the Learning Capabilities of Language Models using LEVERWORLDS EMNLP 2024 eXponential FAmily Dynamical Systems (XFADS): Large-scale nonlinear Gaussian state-space modeling NeurIPS 2024 F3Loc: Fusion and Filtering for Floorplan Localization CVPR 2024 Fast and unified path gradient estimators for normalizing flows ICLR 2024 Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature ICLR 2024 Faster Rates of Differentially Private Stochastic Convex Optimization JMLR 2024 Fast sampling from constrained spaces using the Metropolis-adjusted Mirror Langevin algorithm COLT 2024 Fast Value Tracking for Deep Reinforcement Learning ICLR 2024 Fearless Stochasticity in Expectation Propagation NeurIPS 2024 Federated Online Prediction from Experts with Differential Privacy: Separations and Regret Speed-ups NeurIPS 2024 FIDE: Frequency-Inflated Conditional Diffusion Model for Extreme-Aware Time Series Generation NeurIPS 2024 Finding Visual Saliency in Continuous Spike Stream AAAI 2024 First Passage Percolation with Queried Hints AISTATS 2024 Fisher information dissipation for time-inhomogeneous stochastic differential equations JMLR 2024 Fixed Confidence Best Arm Identification in the Bayesian Setting NeurIPS 2024 FLHetBench: Benchmarking Device and State Heterogeneity in Federated Learning CVPR 2024 Flow Matching on General Geometries ICLR 2024 Foundation Inference Models for Markov Jump Processes NeurIPS 2024 Fractal Patterns May Illuminate the Success of Next-Token Prediction NeurIPS 2024 From Biased to Unbiased Dynamics: An Infinitesimal Generator Approach NeurIPS 2024 From Coupled Oscillators to Graph Neural Networks: Reducing Over-smoothing via a Kuramoto Model-based Approach AISTATS 2024