Efficient resource use in packing and assembly-line applications requires decisions that jointly account for capacity and precedence constraints. The strongly NP-hard bin packing problem with generalized precedence constraints (BPP-GP) models such decisions by minimizing the number of ordered, capacitated bins required...
Sunkanghong Wang, Zheng-Zhong You, Roberto Baldacci et al.· 0 citations
This work presents CRAFTER (Corrective Residual Agent with Feature-based Temporal Exploration and Reasoning), which keeps the backbone frozen and mines its residual with two complementary generators: a compositional search over the raw input channels, and a large language model that proposes named feature combinations,...
Fangxin Wang, Ziyi Zhang, Di-Yi Zhuang et al.· 0 citations
This work introduces learned pairwise deep dual-optimal inequalities (L-PDDOIs), a learning framework that predicts pairwise orderings between dual variables and incorporates their primal counterparts directly into the master problem.
Zheng-Zhong You, Bo Tang, Haoran Liu et al.· arXiv.org· 0 citations
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