Stochastic Processes

ECO Decoding: Entropy-Based Control for Controllability and Fluency in Controllable Dialogue Generation EMNLP 2025 Effective and Efficient Time-Varying Counterfactual Prediction with State-Space Models ICLR 2025 Efficient Distribution Matching of Representations via Noise-Injected Deep InfoMax ICLR 2025 Efficient Training of Neural Stochastic Differential Equations by Matching Finite Dimensional Distributions ICLR 2025 EfficientXLang: Towards Improving Token Efficiency Through Cross-Lingual Reasoning EMNLP 2025 Elucidating the Solution Space of Extended Reverse-Time SDE for Diffusion Models WACV 2025 Emergence of Episodic Memory in Transformers: Characterizing Changes in Temporal Structure of Attention Scores During Training NAACL 2025 End-to-end Learning of Gaussian Mixture Priors for Diffusion Sampler ICLR 2025 Enough Coin Flips Can Make LLMs Act Bayesian ACL 2025 Entire-Space Variational Information Exploitation for Post-Click Conversion Rate Prediction AAAI 2025 Entropy-Adaptive Diffusion Policy Optimization with Dynamic Step Alignment ICCV 2025 ERGO: Entropy-guided Resetting for Generation Optimization in Multi-turn Language Models EMNLP 2025 Error Analysis Affected by Heavy-Tailed Gradients for Non-Convex Pairwise Stochastic Gradient Descent AAAI 2025 Evaluating Uncertainty Quantification Methods in Argumentative Large Language Models EMNLP 2025 Evolutionary Algorithms Are Significantly More Robust to Noise When They Ignore It IJCAI 2025 Explainable Chain-of-Thought Reasoning: An Empirical Analysis on State-Aware Reasoning Dynamics EMNLP 2025 FastMCTS: A Simple Sampling Strategy for Data Synthesis ACL 2025 Fast Uncovering of Protein Sequence Diversity from Structure ICLR 2025 Filtered not Mixed: Filtering-Based Online Gating for Mixture of Large Language Models ICLR 2025 Finite-Time Analysis of Heterogeneous Federated Temporal Difference Learning IJCAI 2025 FlowDec: A flow-based full-band general audio codec with high perceptual quality ICLR 2025 Flow Matching with General Discrete Paths: A Kinetic-Optimal Perspective ICLR 2025 FreDF: Learning to Forecast in the Frequency Domain ICLR 2025 From Confidence to Collapse in LLM Factual Robustness EMNLP 2025 From Layers to States: A State Space Model Perspective to Deep Neural Network Layer Dynamics ICLR 2025