Execution-Verified Reinforcement Learning for Optimization Modeling
📰 ArXiv cs.AI
Execution-Verified Reinforcement Learning (EVOM) optimizes modeling using LLMs with verifiable rewards
Action Steps
- Identify the optimization problem to be solved
- Implement EVOM using reinforcement learning with verifiable rewards
- Fine-tune LLMs using execution-verified feedback
- Evaluate and refine the optimization model
Who Needs to Know This
AI engineers and researchers on a team can benefit from EVOM as it provides a scalable approach to decision intelligence, while product managers can leverage it to improve optimization modeling
Key Insight
💡 EVOM overcomes limitations of existing approaches by using verifiable rewards and avoiding overfitting to a single solver API
Share This
💡 EVOM: scalable decision intelligence with execution-verified reinforcement learning
Key Takeaways
Execution-Verified Reinforcement Learning (EVOM) optimizes modeling using LLMs with verifiable rewards
Full Article
Title: Execution-Verified Reinforcement Learning for Optimization Modeling
Abstract:
arXiv:2604.00442v1 Announce Type: new Abstract: Automating optimization modeling with LLMs is a promising path toward scalable decision intelligence, but existing approaches either rely on agentic pipelines built on closed-source LLMs with high inference latency, or fine-tune smaller LLMs using costly process supervision that often overfits to a single solver API. Inspired by reinforcement learning with verifiable rewards, we propose Execution-Verified Optimization Modeling (EVOM), an execution-
Abstract:
arXiv:2604.00442v1 Announce Type: new Abstract: Automating optimization modeling with LLMs is a promising path toward scalable decision intelligence, but existing approaches either rely on agentic pipelines built on closed-source LLMs with high inference latency, or fine-tune smaller LLMs using costly process supervision that often overfits to a single solver API. Inspired by reinforcement learning with verifiable rewards, we propose Execution-Verified Optimization Modeling (EVOM), an execution-
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