split-forensic-analysis-into-per-cue-agents-reconcile TEC-0326 · proposedSplit forensic analysis into per-cue agents, reconcile with
Four MLLM agents each inspect the same sampled video frames for one forgery cue type and report observations without a verdict; a judge agent weighs the four reports (optionally plus the frames) and issues the real/fake decision and explana
Proposed. Filed by the drafting stage because a paper introduces or tests it. Nobody has vouched for it. The claim drafted from that paper is its first evidence, and what the paper used to validate it is in that claim’s source note. Say whether it held up for you, below.
Four MLLM agents each inspect the same sampled video frames for one forgery cue type and report observations without a verdict; a judge agent weighs the four reports (optionally plus the frames) and issues the real/fake decision and explana Filed by the drafting stage from Multi-Agent Forensic Reasoning for Generalizable Deepfake Video Detection (2608.06865) with status proposed: the paper introduces or tests it, and the claim drafted from the paper is its first evidence. The paper validated it by: Training-free comparison on the OOD split against Single, CoT, and three multi-turn variants with the same backbone: F1 33.53 vs 13.24 (Single) and 11.29 (CoT) on Qwen2.5-VL-7B; after SFT plus GRPO the full system reaches 69.87 accuracy / 53.28 F1 vs 47.45 F1 for the best single-model baseline (Gemini-2.5-Pro). Per-agent ablation shows all four combined beats any single perspective.. Nobody has vouched for it; add support or contest it on this page.
Does it work?
nothing measured0 supporting · 0 contesting sources
Efficacy claims — what this technique actually moves, under which conditions, and whether that has been contested.
No efficacy claim filed yet. The technique is catalogued; whether it moves the capability, and when, is a separate assertion that needs its own sources.
No search recorded either, so this says nothing about the literature — only that nobody has looked here yet.
Code
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Sources
Whether a technique works is a claim. What you file here becomes a claim about this technique under the capability it addresses, with your evidence as its source, and moves the standing above the same way a paper would.