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Bayesian Optimization

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TitleStatusHype
Efficient Language-instructed Skill Acquisition via Reward-Policy Co-EvolutionCode1
A General Recipe for Likelihood-free Bayesian OptimizationCode1
Emulation of physical processes with EmukitCode1
Enabling Uncertainty Estimation in Iterative Neural NetworksCode1
Quantum approximate optimization via learning-based adaptive optimizationCode1
Bayesian Optimization for auto-tuning GPU kernelsCode1
Explaining Inference Queries with Bayesian OptimizationCode1
Fast Bayesian Optimization of Needle-in-a-Haystack Problems using Zooming Memory-Based Initialization (ZoMBI)Code1
A Hybrid Method for Condition Monitoring and Fault Diagnosis of Rolling Bearings With Low System DelayCode1
FlexiBO: A Decoupled Cost-Aware Multi-Objective Optimization Approach for Deep Neural NetworksCode1
A Sober Look at LLMs for Material Discovery: Are They Actually Good for Bayesian Optimization Over Molecules?Code1
GLSO: Grammar-guided Latent Space Optimization for Sample-efficient Robot Design AutomationCode1
GP+: A Python Library for Kernel-based learning via Gaussian ProcessesCode1
Simple and Efficient Hard Label Black-box Adversarial Attacks in Low Query Budget RegimesCode1
Bayesian Neural Architecture Search using A Training-Free Performance MetricCode1
High-Dimensional Bayesian Optimization via Nested Riemannian ManifoldsCode1
High-dimensional Bayesian Optimization via Covariance Matrix Adaptation StrategyCode1
High-Dimensional Bayesian Optimization with Sparse Axis-Aligned SubspacesCode1
Bayesian Optimization Meets Self-DistillationCode1
Alignment of Density Maps in Wasserstein DistanceCode1
Hyperband: A Novel Bandit-Based Approach to Hyperparameter OptimizationCode1
Improving Attacks on Round-Reduced Speck32/64 Using Deep LearningCode1
AdaLead: A simple and robust adaptive greedy search algorithm for sequence designCode1
Batched Energy-Entropy acquisition for Bayesian OptimizationCode1
InstructZero: Efficient Instruction Optimization for Black-Box Large Language ModelsCode1
Inversion-based Latent Bayesian OptimizationCode1
Autotuning Apache TVM-based Scientific Applications Using Bayesian OptimizationCode1
Bayesian Algorithm Execution: Estimating Computable Properties of Black-box Functions Using Mutual InformationCode1
Bayesian Optimization of Antibodies Informed by a Generative Model of Evolving SequencesCode1
Automated Hyperparameter Optimization Challenge at CIKM 2021 AnalyticCupCode1
AutoLRS: Automatic Learning-Rate Schedule by Bayesian Optimization on the FlyCode1
Pre-trained Gaussian Processes for Bayesian OptimizationCode1
Adaptive and Safe Bayesian Optimization in High Dimensions via One-Dimensional SubspacesCode1
Amortized Probabilistic Conditioning for Optimization, Simulation and InferenceCode1
auto-sktime: Automated Time Series ForecastingCode1
AutoTune: Automatically Tuning Convolutional Neural Networks for Improved Transfer LearningCode1
BANANAS: Bayesian Optimization with Neural Architectures for Neural Architecture SearchCode1
Batched Bayesian optimization by maximizing the probability of including the optimumCode1
Accelerating high-throughput virtual screening through molecular pool-based active learningCode1
Bayesian Generational Population-Based TrainingCode1
Auditing Privacy Defenses in Federated Learning via Generative Gradient LeakageCode1
An Asymptotically Optimal Multi-Armed Bandit Algorithm and Hyperparameter OptimizationCode1
Anvil: An integration of artificial intelligence, sampling techniques, and a combined CAD-CFD toolCode1
Bayesian Optimization of Function NetworksCode1
Bayesian Optimization of Sampling Densities in MRICode1
Bayesian Optimization over Discrete and Mixed Spaces via Probabilistic ReparameterizationCode1
Bayesian Optimization over Permutation SpacesCode1
Bayesian Optimization with Automatic Prior Selection for Data-Efficient Direct Policy SearchCode1
Bayesian Optimization with High-Dimensional OutputsCode1
AutoOED: Automated Optimal Experiment Design PlatformCode1
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