Offline Multi-Objective Optimization

Offline Multi-Objective Optimization

6 June 2024

Chao Qian

Papers citing "Offline Multi-Objective Optimization"

15 / 15 papers shown

Title
Offline Model-Based Optimization by Learning to Rank Rong-Xi Tan Ke Xue Shen-Huan Lyu Haopu Shang Yao Wang Yaoyuan Wang Sheng Fu Chao Qian OffRL 89 2 0 15 Oct 2024
Offline Model-Based Optimization via Policy-Guided Gradient Search Yassine Chemingui Aryan Deshwal Trong Nghia Hoang J. Doppa OffRL 74 9 0 08 May 2024
Stochastic Population Update Can Provably Be Helpful in Multi-Objective Evolutionary Algorithms Chao Bian Yawen Zhou Mingxing Li Chao Qian 36 34 0 05 Jun 2023
Design-Bench: Benchmarks for Data-Driven Offline Model-Based Optimization Brandon Trabucco Xinyang Geng Aviral Kumar Sergey Levine OffRL 47 97 0 17 Feb 2022
The Weights can be Harmful: Pareto Search versus Weighted Search in Multi-Objective Search-Based Software Engineering Tao Chen Miqing Li 26 38 0 08 Feb 2022
Multi-objective Optimization by Learning Space Partitions Yiyang Zhao Linnan Wang Kevin Kaichuang Yang Tianjun Zhang Tian Guo Yuandong Tian 50 17 0 07 Oct 2021
HW-NAS-Bench:Hardware-Aware Neural Architecture Search Benchmark Chaojian Li Zhongzhi Yu Yonggan Fu Yongan Zhang Yang Zhao Haoran You Qixuan Yu Yue Wang Yingyan Lin 66 109 0 19 Mar 2021
NeoRL: A Near Real-World Benchmark for Offline Reinforcement Learning Rongjun Qin Songyi Gao Xingyuan Zhang Zhen Xu Shengkai Huang Zewen Li Weinan Zhang Yang Yu OffRL 171 81 0 01 Feb 2021
D4RL: Datasets for Deep Data-Driven Reinforcement Learning Justin Fu Aviral Kumar Ofir Nachum George Tucker Sergey Levine GP OffRL 161 1,338 0 15 Apr 2020
Hierarchical Generation of Molecular Graphs using Structural Motifs Wengong Jin Regina Barzilay Tommi Jaakkola 44 283 0 08 Feb 2020
pymoo: Multi-objective Optimization in Python Julian Blank Kalyanmoy Deb 40 1,226 0 22 Jan 2020
Gradient Surgery for Multi-Task Learning Tianhe Yu Saurabh Kumar Abhishek Gupta Sergey Levine Karol Hausman Chelsea Finn 80 1,190 0 19 Jan 2020
Model Inversion Networks for Model-Based Optimization Aviral Kumar Sergey Levine OffRL 67 95 0 31 Dec 2019
Once-for-All: Train One Network and Specialize it for Efficient Deployment Han Cai Chuang Gan Tianzhe Wang Zhekai Zhang Song Han OOD 62 1,267 0 26 Aug 2019
A Survey on Multi-Task Learning Yu Zhang Qiang Yang AIMat 246 2,196 0 25 Jul 2017

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