Stochastic Processes

Pre-trained Models Perform the Best When Token Distributions Follow Zipf’s Law EMNLP 2025 Probabilistic Neural Pruning via Sparsity Evolutionary Fokker-Planck-Kolmogorov Equation ICLR 2025 Probing the Latent Hierarchical Structure of Data via Diffusion Models ICLR 2025 Problem-Parameter-Free Federated Learning ICLR 2025 P-SPIKESSM: HARNESSING PROBABILISTIC SPIKING STATE SPACE MODELS FOR LONG-RANGE DEPENDENCY TASKS ICLR 2025 Quantifying the Effectiveness of Linear Preconditioning in Markov Chain Monte Carlo JMLR 2025 Random ReLU Neural Networks as Non-Gaussian Processes JMLR 2025 Read Your Own Mind: Reasoning Helps Surface Self-Confidence Signals in LLMs EMNLP 2025 Repulsive Latent Score Distillation for Solving Inverse Problems ICLR 2025 RESF: Regularized-Entropy-Sensitive Fingerprinting for Black-Box Tamper Detection of Large Language Models EMNLP 2025 Rethinking Multiple-Instance Learning From Feature Space to Probability Space ICLR 2025 Rethinking the Role of Prompting Strategies in LLM Test-Time Scaling: A Perspective of Probability Theory ACL 2025 Retrieval-Augmented Forecasting with Tabular Time Series Data ACL 2025 RewardDS: Privacy-Preserving Fine-Tuning for Large Language Models via Reward Driven Data Synthesis EMNLP 2025 Reward-Guided Tree Search for Inference Time Alignment of Large Language Models NAACL 2025 RFMamba: Frequency-Aware State Space Model for RF-Based Human-Centric Perception ICLR 2025 RhythmMamba: Fast, Lightweight, and Accurate Remote Physiological Measurement AAAI 2025 Runtime Analysis for Multi-Objective Evolutionary Algorithms in Unbounded Integer Spaces AAAI 2025 Scalable and Adaptive Variational Bayes Methods for Hawkes Processes JMLR 2025 Scaling Stick-Breaking Attention: An Efficient Implementation and In-depth Study ICLR 2025 Selective Induction Heads: How Transformers Select Causal Structures in Context ICLR 2025 Sharpness-Aware Minimization: General Analysis and Improved Rates ICLR 2025 SigDiffusions: Score-Based Diffusion Models for Time Series via Log-Signature Embeddings ICLR 2025 SMGDiff: Soccer Motion Generation using Diffusion Probabilistic Models ICCV 2025 Speeding Up Hyper-Heuristics With Markov-Chain Operator Selection and the Only-Worsening Acceptance Operator IJCAI 2025