| Audio Jailbreak: An Open Comprehensive Benchmark for Jailbreaking Large Audio-Language Models | May 21, 2025 | Bayesian OptimizationSpeech Synthesis | CodeCode Available | 1 |
| Steering Generative Models with Experimental Data for Protein Fitness Optimization | May 21, 2025 | Bayesian OptimizationThompson Sampling | CodeCode Available | 1 |
| LLINBO: Trustworthy LLM-in-the-Loop Bayesian Optimization | May 20, 2025 | Bayesian OptimizationGaussian Processes | CodeCode Available | 1 |
| BO-SA-PINNs: Self-adaptive physics-informed neural networks based on Bayesian optimization for automatically designing PDE solvers | Apr 14, 2025 | Bayesian Optimization | CodeCode Available | 1 |
| GOLLuM: Gaussian Process Optimized LLMs -- Reframing LLM Finetuning through Bayesian Optimization | Apr 8, 2025 | Bayesian OptimizationContrastive Learning | CodeCode Available | 1 |
| Performance-driven Constrained Optimal Auto-Tuner for MPC | Mar 10, 2025 | Autonomous RacingBayesian Optimization | CodeCode Available | 1 |
| Posterior Inference with Diffusion Models for High-dimensional Black-box Optimization | Feb 24, 2025 | Bayesian OptimizationUncertainty Quantification | CodeCode Available | 1 |
| Multi-Objective Causal Bayesian Optimization | Feb 20, 2025 | Bayesian OptimizationDecision Making | CodeCode Available | 1 |
| BoTier: Multi-Objective Bayesian Optimization with Tiered Composite Objectives | Jan 26, 2025 | Bayesian Optimization | CodeCode Available | 1 |
| Causal Discovery via Bayesian Optimization | Jan 25, 2025 | Bayesian OptimizationCausal Discovery | CodeCode Available | 1 |
| On the Implementation of a Bayesian Optimization Framework for Interconnected Systems | Jan 1, 2025 | Bayesian OptimizationChemical Process | CodeCode Available | 1 |
| Efficient Language-instructed Skill Acquisition via Reward-Policy Co-Evolution | Dec 18, 2024 | Bayesian Optimization | CodeCode Available | 1 |
| Explainable Fuzzy Neural Network with Multi-Fidelity Reinforcement Learning for Micro-Architecture Design Space Exploration | Dec 14, 2024 | Bayesian OptimizationDecision Making | CodeCode Available | 1 |
| Bayesian Optimization of Antibodies Informed by a Generative Model of Evolving Sequences | Dec 10, 2024 | Bayesian OptimizationLanguage Modeling | CodeCode Available | 1 |
| Monte Carlo Tree Search based Space Transfer for Black-box Optimization | Dec 10, 2024 | Bayesian OptimizationTransfer Learning | CodeCode Available | 1 |
| GASP: Efficient Black-Box Generation of Adversarial Suffixes for Jailbreaking LLMs | Nov 21, 2024 | Bayesian OptimizationRed Teaming | CodeCode Available | 1 |
| LEDRO: LLM-Enhanced Design Space Reduction and Optimization for Analog Circuits | Nov 19, 2024 | Bayesian OptimizationReinforcement Learning (RL) | CodeCode Available | 1 |
| Inversion-based Latent Bayesian Optimization | Nov 8, 2024 | Bayesian OptimizationDecoder | CodeCode Available | 1 |
| MetaMetrics-MT: Tuning Meta-Metrics for Machine Translation via Human Preference Calibration | Nov 1, 2024 | Bayesian OptimizationGaussian Processes | CodeCode Available | 1 |
| Optimizing Posterior Samples for Bayesian Optimization via Rootfinding | Oct 29, 2024 | Bayesian Optimizationglobal-optimization | CodeCode Available | 1 |
| Amortized Probabilistic Conditioning for Optimization, Simulation and Inference | Oct 20, 2024 | Bayesian OptimizationMeta-Learning | CodeCode Available | 1 |
| Batched Energy-Entropy acquisition for Bayesian Optimization | Oct 11, 2024 | Bayesian OptimizationGaussian Processes | CodeCode Available | 1 |
| Batched Bayesian optimization by maximizing the probability of including the optimum | Oct 8, 2024 | Bayesian OptimizationDiversity | CodeCode Available | 1 |
| Best Practices for Multi-Fidelity Bayesian Optimization in Materials and Molecular Research | Oct 1, 2024 | Bayesian OptimizationInformativeness | CodeCode Available | 1 |
| Towards Autonomous Cybersecurity: An Intelligent AutoML Framework for Autonomous Intrusion Detection | Sep 5, 2024 | AutoMLBayesian Optimization | CodeCode Available | 1 |
