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misinformation-research

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This repository contains the full source code for the paper "The Edge-Device Dilemma", an empirical study that quantifies the trade-offs between inference efficiency, model size, and zero-shot cross-domain generalization for fake news detection on resource-constrained edge devices.

  • Updated Apr 8, 2026
  • Shell

Inference-time agentic framework that decomposes multimodal misinformation detection into four modules: visual veracity, cross-modal consistency, retrieval-augmented checking, calibrated judgment. 81.65% F1 on MMFakeBench. arXiv:2510.17590 (formerly MIRAGE).

  • Updated May 25, 2026
  • Python

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