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Author

Jiahui Zhai

Beijing University of Technology

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Conference Aug 2026

Objective-Specific Multi-Agent Reinforcement Learning for Dynamic Multi-Objective Cooperative Optimization in Industrial Processes

Dynamic industrial processes operate in time-varying environments with conflicting objectives, making realtime optimization difficult. Traditional scalarization methods use fixed objective weights and fail when conditions change. Evolutionary multi-objective algorithms can approximate the Pareto front but are too compu...

Mei-Fang Zhang, Jing-Ye Bi, Jiahui Zhai et al. · 0 citations
Preprint Sep 2026

Decompose Dynamics Before Learning Dependencies in Spatiotemporal Systems

Relations in networked spatiotemporal systems are often learned from observations that entangle dynamics governed by different mechanisms, obscuring what evolves locally and how it propagates across nodes. We introduce Component-Aware Network Dynamics with Ordered Relations (CANDOR), which decomposes local dynamics bef...

Zi-Qi Wang, Dao-Jiang Hu, Cheng Bao et al. · 0 citations
Review Open access Jul 2026

Towards a Unified Framework for Large–Small Model Collaboration in Cloud–Edge Systems

This survey focuses on how cloud-side large models and edge-side small models share, update, and coordinate knowledge and identifies open challenges for trustworthy, sustainable, and self-evolving cloud–edge collaborative intelligence.

Yaxi Yang, Jing-Ye Bi, Haitao Yuan et al. · 0 citations

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