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cs.CR2026
Stronger Judges Do Not See More: Deployment-Integrity Blindness in LLM Evaluation
Jianchang Su, Dawei Xiang, Yifan Zhang +1
LLM-agent evaluation reports behavioral scores but leaves the identity of the deployed runtime stack unreported. A tampered deployment that preserves evaluated outputs passes every…
cs.CR2026
ACRFence: Preventing Semantic Rollback Attacks in Agent Checkpoint-Restore
Yusheng Zheng, Yiwei Yang, Wei Zhang +1
LLM agent frameworks increasingly offer checkpoint-restore for error recovery and exploration, advising developers to make external tool calls safe to retry. This advice assumes th…