Trace is the Next AutoDiff: Generative Optimization with Rich Feedback, Execution Traces, and LLMs

Ching-An Cheng, Allen Nie, Adith Swaminathan. Trace is the Next AutoDiff: Generative Optimization with Rich Feedback, Execution Traces, and LLMs. In Amir Globersons, Lester Mackey, Danielle Belgrave, Angela Fan, Ulrich Paquet, Jakub M. Tomczak, Cheng Zhang 0005, editors, Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, NeurIPS 2024, Vancouver, BC, Canada, December 10 - 15, 2024. 2024. [doi]

Abstract

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