Multi-Agent Forensic Reasoning for Generalizable Deepfake Video Detection

arXiv:2608.06865 · cs.CV, cs.AI, cs.MA · Submitted 2026-08-07 · Read on arXiv

Xuechao Zou, Shun Zhang, Kai Li, Yi Zhou, Xinyu Sun, Yuhui Chen, Zhe Wu, Congyan Lang, Junliang Xing

cs.CV, cs.AI, cs.MA

Submitted: 2026-08-07

Updated: 2026-08-10

Comments: 22 pages, 8 figures, 14 tables

Project page: https://xavierjiezou.github.io/ARGUS

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

MLLMs — 48× in this paper · explained in 2 episodes
GRPO — 30× in this paper · explained in 6 episodes
Generator — 28× in this paper · explained in 2 episodes
Accuracy — 20× in this paper · explained in 1 episode
Benchmark — 17× in this paper · explained in 2 episodes
Consistency — 16× in this paper · explained in 3 episodes
Multi-Agent System — 16× in this paper · explained in 7 episodes
Conference on Computer Vision and Pattern Recognition — 8× in this paper
Generalization — 8× in this paper · explained in 14 episodes
Coherence — 7× in this paper · explained in 2 episodes
Face Reenactment — 7× in this paper
Reinforcement Learning — 7× in this paper · explained in 4 episodes
Grounding — 5× in this paper · explained in 3 episodes
F1 Score — 4× in this paper · explained in 4 episodes
Fine-Tuning — 4× in this paper · explained in 5 episodes
Multi-Agent Framework — 4× in this paper · explained in 3 episodes
Trace — 4× in this paper · explained in 2 episodes
Clarity — 3× in this paper · explained in 3 episodes
Diffusion Model — 3× in this paper · explained in 10 episodes
Diffusion Models — 3× in this paper · explained in 9 episodes
Face Swap — 3× in this paper
Fidelity — 3× in this paper · explained in 2 episodes
Transformer — 3× in this paper · explained in 2 episodes
Composition — 2× in this paper · explained in 2 episodes
Entire Face Synthesis — 2× in this paper
Evaluation Protocol — 2× in this paper · explained in 2 episodes
Foundation Model — 2× in this paper · explained in 3 episodes
Generative AI — 2× in this paper · explained in 2 episodes
Generative Model — 2× in this paper · explained in 2 episodes
Generative Models — 2× in this paper · explained in 3 episodes
Localization — 2× in this paper · explained in 2 episodes
Ablation — 1× in this paper · explained in 1 episode
Ablation Studies — 1× in this paper · explained in 1 episode
Benchmarking — 1× in this paper · explained in 4 episodes
Chain of Thought — 1× in this paper
Chain-of-Thought (CoT) — 1× in this paper · explained in 5 episodes
Decoupling — 1× in this paper · explained in 2 episodes
Foundation Models — 1× in this paper · explained in 8 episodes
Group Relative Policy Optimization (GRPO) — 1× in this paper · explained in 10 episodes
Hallucination — 1× in this paper · explained in 4 episodes
Interpretability — 1× in this paper · explained in 15 episodes
Multi-agent Collaboration — 1× in this paper · explained in 2 episodes
Multi-agent system (MAS) — 1× in this paper · explained in 2 episodes
Papers — 1× in this paper · explained in 3 episodes
Regularization — 1× in this paper · explained in 3 episodes
Robustness — 1× in this paper · explained in 6 episodes
Structural Integrity — 1× in this paper · explained in 3 episodes
Supervised Fine-Tuning (SFT) — 1× in this paper · explained in 13 episodes
Temporal Consistency — 1× in this paper · explained in 3 episodes
Thinking mode — 1× in this paper · explained in 2 episodes
Transformers — 1× in this paper · explained in 2 episodes
Verification — 1× in this paper · explained in 2 episodes
Vision Foundation Models — 1× in this paper · explained in 2 episodes
Weight Decay — 1× in this paper · explained in 2 episodes

Multi-Agent Forensic Reasoning for Generalizable Deepfake Video Detection

Terminology

Sources

Related papers