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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Hongyuan Su

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Book Open access Aug 2026

Learn to Coordinate City-Scale Virtual Power Plants: A Reasoning-Guided Evolutionary Framework for Hierarchical Heterogeneous Device Scheduling

VPPEvolve is a reasoning-guided evolutionary framework for hierarchical VPP scheduling that tackles three key challenges through three complementary designs: an evolvable chained program representation that formalizes hierarchical VPP dynamics through executable structures; a spatio-temporal profiling and reflection mo...

Jinwei Zeng, Guozhen Zhang, Min-Bo Ma et al. · 0 citations
Preprint Aug 2026

Not All Problems Are Best Modeled as MILP: A DSL-Centric Framework for Flexible and Accurate Optimization Modeling

OptiDSL is proposed, a framework that shifts the focus from rigid MILP formulations to domain-specific language (DSL) representations, and enables seamless integration with a diverse library of specialized solvers, ranging from traditional heuristics to modern learning-based methods.

Shao-Feng Zhang, Hongyuan Su, Qing Peng et al. · 0 citations

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