Math: Logic

Machine-learning ideas tagged Logic in the Math taxonomy of the Math2NN corpus.

Unverified 2026

SMT-Certified Loss-Preserving Network Rewrites

Represent an original neural-network block and a proposed rewritten block as constrained optimization formulations over inputs and trainable parameters, then certify that the rewrite preserves feasibility and the ordering of losses over a bounded domain. This gives a compiler or pruning pipeline a formal reject/accept gate instead of relying only on numerical regression tests.

Useful5/10
Difficulty7/10
Novelty8/10
Paper: SOVER: Formal Certification of Optimization Reformulations via LLM-Assisted SMT Verification arXiv:2609.00728