AIBullisharXiv – CS AI · 14h ago6/10
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OptSkills: Learning Generalizable Optimization Skills from Problem Archetypes via Cluster-Based Distillation
OptSkills, a new AI system, advances automated optimization problem-solving by clustering problems by underlying mathematical archetypes rather than surface narratives, achieving 68.27% accuracy on diverse benchmarks and outperforming DeepSeek-V3.2-Thinking on large-scale problems. The system uses skill distillation and trajectory learning to improve generalization across both known and novel problem types.