Stochastic Processes

AD-FM: Multimodal LLMs for Anomaly Detection via Multi-Stage Reasoning and Fine-Grained Reward Optimization AAAI 2026 Almost Sure Convergence of Linear Temporal Difference Learning with Arbitrary Features JMLR 2026 An Improved Privacy and Utility Analysis of Differentially Private SGD with Bounded Domain and Smooth Losses AAAI 2026 A Phase Transition for Opinion Dynamics with Competing Biases AAAI 2026 Asymptotic and Finite Sample Analysis of Nonexpansive Stochastic Approximations with Markovian Noise AAAI 2026 BayesFlow: A Probability Inference Framework for Meta-Agent Assisted Workflow Generation EACL 2026 Bi-Level Contextual Bandits for Individualized Resource Allocation Under Delayed Feedback AAAI 2026 Breaking One-Size-Fits-All: Revisiting Out-of-Distribution Detection on Graphs Under Diverse Distribution Shifts AAAI 2026 BSAN: Behavioral State Attention Network for Modeling Mosquito Host-Seeking Behavior AAAI 2026 Can LLMs Detect Their Confabulations? Estimating Reliability in Uncertainty-Aware Language Models AAAI 2026 Central Limit Theorems for Asynchronous Averaged Q-Learning L4DC 2026 Characterising the Convergence of Imprecise Markov Chains UAI 2026 Chronocept: Instilling a Sense of Time in Machines EACL 2026 Continuum Dropout for Neural Differential Equations AAAI 2026 DeepProofLog: Efficient Proving in Deep Stochastic Logic Programs AAAI 2026 Delayed Feedback Modeling with Influence Functions AAAI 2026 Detecting the Future: All-at-Once Event Sequence Forecasting with Horizon Matching AAAI 2026 Detection of Adversarial Prompts with Model Predictive Entropy EACL 2026 Drift Estimation for Diffusion Processes Using Neural Networks Based on Discretely Observed Independent Paths AAAI 2026 EcoDiffusion: Uncertainty-Aware Emulation of Ecosystem Processes with Conditional Diffusion for Long Sequences with Single-Step Initialization AAAI 2026 Emergent Fast-Slow Dynamics in Multi-Agent Q-Learning for Networked Stochastic Games AAAI 2026 Energy-based Autoregressive Generation for Neural Population Dynamics AAAI 2026 EPO: Diverse and Realistic Protein Ensemble Generation via Energy Preference Optimization AAAI 2026 Exploring Non-Convex Discrete Energy Landscapes: An Efficient Langevin-Like Sampler with Replica Exchange AAAI 2026 Fault Diagnosis of Irregular Sequences by Adjoint Learning in Continuous-Time Model Space AAAI 2026