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Zhuo-Chen Liu

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#artificial intelligence Preprint Oct 2026

Can AI Agents Learn Their Way to the Top? Evaluating Heuristic Learning in a Long-Running Game Agent Competition

Adversarial games have driven advances from heuristic search to reinforcement learning, yet learning and adapting strategies from limited samples remain challenging. AI agents offer an alternative by turning game experience into revisions of executable policies. Building on heuristic learning (HL), we formalize Adversa...

Kai-Sen Yang, Qing-Le Liu, Ke-Jin Wang et al. · 0 citations
Conference Aug 2026

Uncertainty-Aware Domain-Specific Large Language Model for Maintenance Decision-Making on Wind Farms

Wind farm maintenance planning requires better strategies that reduce operation and maintenance cost under uncertainty. Traditional methods can produce feasible solutions, but they usually rely on explicit modeling and scenario-specific solving setups, which limits flexibility when scenarios or uncertainty settings cha...

Zhuo-Chen Liu, Wen-Qiang Yin, Dong-Ming Fan · 0 citations

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