Inspired by the forensic workflow of human judicial experts, Agentic Tool-Augmented Reasoning (ATAR) is proposed, a framework integrating 22 specialized forensic tools across seven complementary domains to autonomously detect, localize, and explain image forgeries through multi-turn reasoning.
Zhi-Ya Tan, Jing Huang, Chang-Tao Miao et al.· 0 citations
This work introduces PlanGuard, the first pre-execution detector that evaluates the physical safety of a complete multi-step plan in its current environment, and proposes Strong-Teacher Adaptive Compensation for On-Policy Distillation (STAC-OPD), which provides compact models with adaptive strong-teacher supervision al...
Jun-Chi Chen, Chang-Tao Miao, Yu Xiang et al.· 0 citations
DT-Guard is presented, a content safety guardrail model based on a Reasoning-Active Training, Reasoning-Free Inference paradigm, which demonstrates that reasoning supervision can be effectively internalized into low-latency safety discrimination.
Heng-Xiang Liu, Changtao Miao, Xinjie Yang et al.· arXiv.org· 0 citations
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