Bayesian Inference

Discovering Temporally Compositional Neural Manifolds with Switching Infinite GPFA ICLR 2025 Disentangled Information Bottleneck for Adversarial Text Defense EMNLP 2025 Distilling Rule-based Knowledge into Large Language Models COLING 2025 Distribution-Free Data Uncertainty for Neural Network Regression ICLR 2025 Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework AAAI 2025 Diversity Explains Inference Scaling Laws: Through a Case Study of Minimum Bayes Risk Decoding ACL 2025 Do Bayesian Neural Networks Actually Behave Like Bayesian Models? ICML 2025 Does Your AI Agent Get You? A Personalizable Framework for Approximating Human Models from Argumentation-based Dialogue Traces AAAI 2025 Do We Know What LLMs Don’t Know? A Study of Consistency in Knowledge Probing EMNLP 2025 Drift: Enhancing LLM Faithfulness in Rationale Generation via Dual-Reward Probabilistic Inference ACL 2025 DR-VAE: Debiased and Representation-enhanced Variational Autoencoder for Collaborative Recommendation AAAI 2025 Dynamic Bayesian Learning for Spatiotemporal Mechanistic Models JMLR 2025 Dynamic Fisher-weighted Model Merging via Bayesian Optimization NAACL 2025 EARL-BO: Reinforcement Learning for Multi-Step Lookahead, High-Dimensional Bayesian Optimization ICML 2025 Effective Bayesian Causal Inference via Structural Marginalisation and Autoregressive Orders AISTATS 2025 Efficient Language-instructed Skill Acquisition via Reward-Policy Co-Evolution AAAI 2025 Efficiently Vectorized MCMC on Modern Accelerators ICML 2025 Efficient Nearest Neighbor based Uncertainty Estimation for Natural Language Processing Tasks NAACL 2025 Efficient Network Automatic Relevance Determination ICML 2025 Efficient Out-of-Scope Detection in Dialogue Systems via Uncertainty-Driven LLM Routing ACL 2025 Efficient Rectification of Neuro-Symbolic Reasoning Inconsistencies by Abductive Reflection (Extended Abstract) IJCAI 2025 Efficient Reinforcement Learning with Large Language Model Priors ICLR 2025 Efficient Top-m Data Values Identification for Data Selection ICLR 2025 ELBOing Stein: Variational Bayes with Stein Mixture Inference ICLR 2025 E-LDA: Toward Interpretable LDA Topic Models with Strong Guarantees in Logarithmic Parallel Time ICML 2025