Author

Zhangze Chen

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#machine learning Sep 2025

MuPlon: Multi-Path Causal Optimization for Claim Verification through Controlling Confounding

This work proposes a novel framework, Multi-Path Causal Optimization (MuPlon), which combines a dual causal intervention strategy, consisting of the back-door path and front-door path, and demonstrates that MuPlon outperforms existing methods and achieves state-of-the-art performance.

Hanghui Guo, Shi-Min Di, P. D. Meo et al. · arXiv.org · 0 citations

Jul 2026

DREvo: Distilling Recalibrated Historical Experience for Harness Self-Evolution

A new harness self-evolution method, named DREvo, is proposed, which integrates function-level evidence anchoring, state-dependent evidence recalibration, and role-conditioned search intent distillation to determine which historical evidence remains valid and where the harness should evolve next.

Hanghui Guo, Wei-Jie Shi, Zhangze Chen et al. · arXiv.org · 4 citations