Huaimin Wang
1 indexed paper
Recent (6 mo)
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126
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ML×1AI×1Neural Computing×1Optimization and Control×1
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Research Timeline
2026
ParetoPilot: Zero-Surrogate Offline Multi-Objective Optimization via Infer-Perturb-Guide Diffusion
ParetoPilot introduces a novel zero-surrogate diffusion framework for offline multi-objective optimization, achieving state-of-the-art performance by directly guiding the generation process without relying on external surrogate models.
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Papers
cs.LGcs.AIcs.NERecentJun 3, 2026
ParetoPilot: Zero-Surrogate Offline Multi-Objective Optimization via Infer-Perturb-Guide Diffusion
Ruiqing Sun, Sen Yang, Dawei Feng, Bo Ding +2 more
ParetoPilot introduces a novel zero-surrogate diffusion framework for offline multi-objective optimization, achieving state-of-the-art performance by directly guiding the generation process without re…
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