Stochastic Processes

Near-Exact Privacy Amplification for Matrix Mechanisms ICLR 2025 Neural Context Flows for Meta-Learning of Dynamical Systems ICLR 2025 Neural Continuous-Time Supermartingale Certificates AAAI 2025 Neural Dueling Bandits: Preference-Based Optimization with Human Feedback ICLR 2025 NoiseCtrl: A Sampling-Algorithm-Agnostic Conditional Generation Method for Diffusion Models CVPR 2025 Noise May Drown Out Words but Foster Compositionality: The Advantage of the Erasure and Deletion Noisy Channels on Emergent Communication IJCNLP 2025 Nonlinear multiregion neural dynamics with parametric impulse response communication channels ICLR 2025 Non-stochastic Budgeted Online Pricing with Semi-Bandit Feedback AAAI 2025 Not a nuisance but a useful heuristic: Outlier dimensions favor frequent tokens in language models EMNLP 2025 O(d/T) Convergence Theory for Diffusion Probabilistic Models under Minimal Assumptions JMLR 2025 On Bits and Bandits: Quantifying the Regret-Information Trade-off ICLR 2025 Online Planning in MDPs with Stochastic Durative Actions IJCAI 2025 Online Quantile Regression JMLR 2025 On the Performance Analysis of Momentum Method: A Frequency Domain Perspective ICLR 2025 Optimizing Return Distributions with Distributional Dynamic Programming JMLR 2025 Outlier Synthesis via Hamiltonian Monte Carlo for Out-of-Distribution Detection ICLR 2025 Parameter Expanded Stochastic Gradient Markov Chain Monte Carlo ICLR 2025 Partially Observed Trajectory Inference using Optimal Transport and a Dynamics Prior ICLR 2025 Persistent Homology of Topic Networks for the Prediction of Reader Curiosity ACL 2025 Perturb-and-Revise: Flexible 3D Editing with Generative Trajectories CVPR 2025 PhyMPGN: Physics-encoded Message Passing Graph Network for spatiotemporal PDE systems ICLR 2025 Physics-Guided Foundation Model for Scientific Discovery: An Application to Aquatic Science AAAI 2025 Piecewise deterministic sampling with splitting schemes JMLR 2025 Port-Hamiltonian Architectural Bias for Long-Range Propagation in Deep Graph Networks ICLR 2025 Predictive Modeling of Human Developers’ Evaluative Judgment of Generated Code as a Decision Process EMNLP 2025