Machine Learning

Bayesian Multi-Group Gaussian Process Models for Heterogeneous Group-Structured Data JMLR 2025 Bayesian Neural Scaling Law Extrapolation with Prior-Data Fitted Networks ICML 2025 Bayesian Off-Policy Evaluation and Learning for Large Action Spaces AISTATS 2025 Bayesian Optimal Latent Projection for Noisy Image Restoration WACV 2025 Bayesian Optimization for Controlled Image Editing via LLMs ACL 2025 Bayesian Optimization for Unknown Cost-Varying Variable Subsets with No-Regret Costs AAAI 2025 Bayesian Optimization from Human Feedback: Near-Optimal Regret Bounds ICML 2025 Bayesian Optimization of Antibodies Informed by a Generative Model of Evolving Sequences ICLR 2025 Bayesian Optimization over Bounded Domains with the Beta Product Kernel UAI 2025 Bayesian Optimization via Continual Variational Last Layer Training ICLR 2025 Bayesian Optimization with Inexact Acquisition: Is Random Grid Search Sufficient? UAI 2025 Bayesian Prompt Flow Learning for Zero-Shot Anomaly Detection CVPR 2025 Bayesian Regularization of Latent Representation ICLR 2025 Bayesian Scalar-on-Image Regression with a Spatially Varying Single-layer Neural Network Prior JMLR 2025 Bayesian Score Calibration for Approximate Models JMLR 2025 Bayesian Sparse Gaussian Mixture Model for Clustering in High Dimensions JMLR 2025 Bayesian Test-Time Adaptation for Vision-Language Models CVPR 2025 Bayesian Treatment of the Spectrum of the Empirical Kernel in (Sub)Linear-Width Neural Networks ICLR 2025 Bayesian Weight Enhancement with Steady-State Adaptation for Test-time Adaptation in Dynamic Environments ICML 2025 BayesKD: Bayesian Knowledge Distillation for Compact LLMs in Constrained Fine-tuning Scenarios ACL 2025 Bayes Meets Bernstein at the Meta Level: an Analysis of Fast Rates in Meta-Learning with PAC-Bayes JMLR 2025 Bayes without Underfitting: Fully Correlated Deep Learning Posteriors via Alternating Projections AISTATS 2025 BBN-U.Oregon’s ALERT system at GenAI Content Detection Task 3: Robust Authorship Style Representations for Cross-Domain Machine-Generated Text Detection COLING 2025 BBPOS: BERT-based Part-of-Speech Tagging for Uzbek COLING 2025 BBScoreV2: Learning Time-Evolution and Latent Alignment from Stochastic Representation EMNLP 2025