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Author

Cassandra A. Cohen

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#artificial intelligence Preprint Sep 2026

Coding LLMs Can Be Harnessed to Learn Interpretable Models from Data

Since compact, interpretable classifiers correspond to simple programs, it is natural to ask if LLM-based coding agents can be used to learn interpretable models from data. In this paper we present a simple harness that repeatedly prompts a coding LLM to produce the next rule in a rule set, given a sample of labeled ex...

Aditya Kumar, Cassandra A. Cohen, William W. Cohen · 0 citations

Learning to Construct Practical Agentic Systems

This paper describes an agent framework that enables designers to enforce modularity in agentic systems, by defining pseudo-tools that call LLMs recursively on a restricted context, and proposes novel learning methods for the agentic components required by this framework, namely pseudo-tools and fixed workflows.

Aditya Kumar, Zhihan Lei, Jerry C. Yan et al. · 0 citations

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