2 papers
cs.AI2026
Beyond Objective Equivalence: Constraint Injection for LLM-Based Optimization Modeling on Vehicle Routing Problems
Xizi Luo, Changhong He, Dongdong Geng +2
Large language models (LLMs) can generate executable solver code from natural-language descriptions of optimization problems. However, existing verification signals focus on whethe…
cs.CV2026
Interpretable Logical Anomaly Classification via Constraint Decomposition and Instruction Fine-Tuning
Xufei Zhang, Xinjiao Zhou, Ziling Deng +2
Logical anomalies are violations of predefined constraints on object quantity, spatial layout, and compositional relationships in industrial images. While prior work largely treats…