bayesian optimization

Near-Optimal Algorithm for Non-Stationary Kernelized Bandits AISTATS 2025 Nested Expectations with Kernel Quadrature ICML 2025 No-Regret Bayesian Optimization with Stochastic Observation Failures AISTATS 2025 Optimistic Games for Combinatorial Bayesian Optimization with Application to Protein Design ICLR 2025 Optimizing Heat Alert Issuance with Reinforcement Learning AAAI 2025 Optimizing Posterior Samples for Bayesian Optimization via Rootfinding ICLR 2025 Pareto-frontier Entropy Search with Variational Lower Bound Maximization ICML 2025 pFedGPT: Hierarchically Optimizing LoRA Aggregation Weights for Personalized Federated GPT Models EMNLP 2025 Predicting Adolescent Suicidal Risk from Multi-task-based Speech: An Ensemble Learning Approach Interspeech 2025 PROSAC: Provably Safe Certification for Machine Learning Models under Adversarial Attacks AAAI 2025 qPOTS: Efficient Batch Multiobjective Bayesian Optimization via Pareto Optimal Thompson Sampling AISTATS 2025 QPruner: Probabilistic Decision Quantization for Structured Pruning in Large Language Models NAACL 2025 Regional Expected Improvement for Efficient Trust Region Selection in High-Dimensional Bayesian Optimization AAAI 2025 Relation-Augmented Dueling Bayesian Optimization via Preference Propagation IJCAI 2025 Relaxed Gaussian Process Interpolation: a Goal-Oriented Approach to Bayesian Optimization JMLR 2025 Residual Deep Gaussian Processes on Manifolds ICLR 2025 Safe exploration in reproducing kernel Hilbert spaces AISTATS 2025 Sample-aware Adaptive Structured Pruning for Large Language Models AAAI 2025 Searching for Optimal Solutions with LLMs via Bayesian Optimization ICLR 2025 Shaping the Safety Boundaries: Understanding and Defending Against Jailbreaks in Large Language Models ACL 2025 SmartCal: A Novel Automated Approach to Classifier Probability Calibration AutoML 2025 SOPL: A Sequential Optimal Learning Approach to Automated Prompt Engineering in Large Language Models EMNLP 2025 Standard Gaussian Process is All You Need for High-Dimensional Bayesian Optimization ICLR 2025 syftr: Pareto-Optimal Generative AI AutoML 2025 TASAR: Transfer-based Attack on Skeletal Action Recognition ICLR 2025