Machine Learning

Batched Self-Consistency Improves LLM Relevance Assessment and Ranking EMNLP 2025 Batch Ensemble for Variance Dependent Regret in Stochastic Bandits AAAI 2025 Batch List-Decodable Linear Regression via Higher Moments ICML 2025 Batch, match, and patch: low-rank approximations for score-based variational inference AISTATS 2025 Batch Selection for Multi-Label Classification Guided by Uncertainty and Dynamic Label Correlations AAAI 2025 Batch-wise Convergent Pre-training: Step-by-Step Learning Inspired by Child Language Development EMNLP 2025 BATCLIP: Bimodal Online Test-Time Adaptation for CLIP ICCV 2025 Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation AAAI 2025 BaWA: Automatic Optimizing Pruning Metric for Large Language Models with Balanced Weight and Activation ICML 2025 BaxBench: Can LLMs Generate Correct and Secure Backends? ICML 2025 BayesCNS: A Unified Bayesian Approach to Address Cold Start and Non-Stationarity in Search Systems at Scale AAAI 2025 Bayesian Active Learning for Bivariate Causal Discovery ICML 2025 Bayesian Analysis of Combinatorial Gaussian Process Bandits ICLR 2025 Bayesian Basis Function Approximation for Scalable Gaussian Process Priors in Deep Generative Models ICML 2025 Bayesian Circular Regression with von Mises Quasi-Processes AISTATS 2025 Bayesian Code Diffusion for Efficient Automatic Deep Learning Program Optimization OSDI 2025 Bayesian Data Sketching for Varying Coefficient Regression Models JMLR 2025 Bayesian Decision Theory on Decision Trees: Uncertainty Evaluation and Interpretability AISTATS 2025 Bayesian Experimental Design Via Contrastive Diffusions ICLR 2025 Bayesian Gaussian Process ODEs via Double Normalizing Flows AISTATS 2025 Bayesian Image Regression with Soft-thresholded Conditional Autoregressive Prior ICLR 2025 Bayesian Inference for Correlated Human Experts and Classifiers ICML 2025 Bayesian Inference in Recurrent Explicit Duration Switching Linear Dynamical Systems AISTATS 2025 Bayesian-Inspired Space-Time Superpixels ICCV 2025 Bayesian Low-Rank Learning (Bella): A Practical Approach to Bayesian Neural Networks AAAI 2025