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Author

Yugang Jiang

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Preprint Aug 2026

Beyond the Trace: Coupling an Interpretable Reasoning-State Readout to Native MoE Routing

A two-level internal readout for mixture-of-experts reasoning that makes latent process state readable, while routing makes it deployable and actionable and improves single-branch selection and plain majority voting over completed candidate sets.

Kang Chen, Sihan Zhao, Yixin Cao et al. · 0 citations
#software testing Preprint Aug 2026

Disagree to Explore, Agree to Commit: Routing-Guided Test-Time Scaling for Software Agents

This work introduces Risa (Routing-Informed Steering and Arbitration): within trajectories, routing encourages diverse exploration and controlled convergence during patch commitment; across separately sampled trajectories, agreement at informative patch positions selects a final candidate.

Kang Chen, Junjie Nian, Yixin Cao et al. · 0 citations