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offline optimization

12 papers

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Co-occurring keywords

model-based optimization (31) black-box optimization (183) surrogate model (181) conditional generative model (28) black-box function (31) diffusion model (3751) regret bound (1926) bayesian optimization (624) protein design (32) design task (1)

Papers

Guided Trajectory Generation with Diffusion Models for Offline Model-based Optimization NIPS 2024
Functional Graphical Models: Structure Enables Offline Data-Driven Optimization AISTATS 2024
Offline Model-Based Optimization via Policy-Guided Gradient Search AAAI 2024
Incorporating Surrogate Gradient Norm to Improve Offline Optimization Techniques NIPS 2024
Generative Adversarial Model-Based Optimization via Source Critic Regularization NIPS 2024
Bidirectional Learning for Offline Model-based Biological Sequence Design ICML 2023
Bootstrapped Training of Score-Conditioned Generator for Offline Design of Biological Sequences NIPS 2023
Diffusion Models for Black-Box Optimization ICML 2023
Sequential Counterfactual Risk Minimization ICML 2023
Design-Bench: Benchmarks for Data-Driven Offline Model-Based Optimization ICML 2022
Conservative Objective Models for Effective Offline Model-Based Optimization ICML 2021
Offline Contextual Bayesian Optimization NIPS 2019