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Author

Jayant Kalagnanam

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#artificial intelligence Book Open access Jun 2025

AssetOpsBench: A Real-World Evaluation Benchmark for AI-Driven Task Automation in Industrial Asset Management

An automated evaluation framework that uses three key metrics to analyze architectural trade-offs between the Agent-As-Tool and Plan-Execute paradigms, along with a systematic procedure for the automated discovery of emerging failure modes is introduced.

Dhaval Patel, Shuxin Lin, James T. Rayfield et al. · 17 citations · ⚡3
Jul 2026

FunL2O: LLM-Guided Feature Function Design for Learning to Optimize

This work introduces FunL2O, the first unified framework for automating feature design through LLM-driven program evolution for L2O, and establishes LLM-driven feature evolution as a general and effective approach to automating representation design in L2O.

Bingheng Li, Junyang Cai, Yupeng Zhang et al. · 0 citations

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