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ROUTEAUDIT: Interaction-Aware Identification for Budgeted Multi-Verifier Routing

arXiv机器学习 2026-10-02 12:59 5 阅读 查看原文

Adaptive multi-verifier systems are commonly compared through endpoint quality-cost gaps, even when the verifier catalog, availability, accounting, information filtration, or scorer changes with the policy.

We formulate verifier routing as a contract-conditioned identification problem. The contract records request support, verifier catalog, realized availability, resource accounting, online filtration, and post-trace scoring; a matched route contrast changes only the policy coordinate.

ROUTEAUDIT Adds Three Measurable Objects to This Contract

A contract lattice averages coordinate increments over every admissible bridge order and reports the resulting attribution together with its path sensitivity.

A policy-independent response tape identifies paired sequential contrasts when adaptive policies reveal different observations.

For incomplete matching, request-level bounds use whichever potential outcome remains observed and give a sharp finite-population interval.

The protocol commits paid observations and ledger events before the oracle join and returns an attribution certificate for each comparison.

Experiments and Results

On two held-out raw-tail caches, matched static SF+SA equals the cascade, assigning the apparent gains of 0.1797 and 0.1250 over full static to the verifier-set edge.

On 1,319 held-out task requests, the learned and RLVR studies report quality 0.9522 and 0.9553 versus 0.9484 for matched static; the RLVR-static paired difference is +0.0068 with a request-paired interval [0.0015,0.0122] and a training-seed-by-request hierarchical interval [0.0006,0.0131].

Controlled attribution recovery yields route mean absolute error 0.0011 and endpoint reconstruction error 0.0004.

Evaluation Studies

Factorial, bridge-order, and stochastic-provider studies evaluate the certificate interface; RLVR supplies a learned-policy stress test under the same identification contract.