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Computing & AI · Source-linked note

Cost-aware action routing for agentic Lean proof search

Separated lemma/proof generation from a learned control plane estimating future attempt success and cost from failed trajectories, choosing whether to retry or restart the decomposition.

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Separated lemma/proof generation from a learned control plane estimating future attempt success and cost from failed trajectories, choosing whether to retry or restart the decomposition.

Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.

Scientific scope

Inherits lemma decomposition, proof feedback and cost-quality routing. Evaluated on an85problem PutnamBench subset; average savings do not imply uniform savings, optimal stopping or a fully solved benchmark. Router training and inference costs remain relevant.

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People and systems

Kári Rögnvaldsson; Chenhao Sun; Jasper Dekoninck; Martin Vechev

Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.

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English catalogue narrative

Cost-aware action routing for agentic Lean proof search

Separated lemma/proof generation from a learned control plane estimating future attempt success and cost from failed trajectories, choosing whether to retry or restart the decomposition.

Scientific scope

Inherits lemma decomposition, proof feedback and cost-quality routing. Evaluated on an85problem PutnamBench subset; average savings do not imply uniform savings, optimal stopping or a fully solved benchmark. Router training and inference costs remain relevant.

Reading status

This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.

People and systems

Kári Rögnvaldsson; Chenhao Sun; Jasper Dekoninck; Martin Vechev

Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.

Original sources