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Marc Schoenauer

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#artificial intelligence Preprint Sep 2026

Beyond Repeated Sampling: Learning Search Policies for LLM Reasoning

A small concept generator is optimized with reinforcement learning so that its concepts maximize the downstream success of a larger, frozen answer generator, and can thus be trained into an effective, reusable search policy for a much larger one.

Ismail Labiad, M. Kowalski, Marc Schoenauer et al. · 0 citations

CausalProfiler: Generating Synthetic Benchmarks for Rigorous and Transparent Evaluation of Causal Machine Learning

This work offers the first random generator of synthetic causal benchmarks with coverage guarantees and transparent assumptions operating on the three levels of causal reasoning: observation, intervention, and counterfactual, and demonstrates its utility by evaluating several state-of-the-art methods under diverse cond...

Panayiotis N. Panayiotou, Audrey Poinsot, A. Leite et al. · 0 citations

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