Ruike Song

Causal Reward Adjustment: Mitigating Reward Hacking in External Reasoning via Backdoor Correction

External reasoning systems combine language models with process reward models (PRMs) to select high-quality reasoning paths for complex tasks such as mathematical problem solving. However, these systems are prone to reward hacking, where high-scoring but logically incorrect paths are assigned high s