{
  "id": 10563,
  "url": "https://arxiv.org/abs/2603.28583",
  "title": "Navigating the Mirage: A Dual-Path Agentic Framework for Robust Misleading Chart Question Answering",
  "summary": "Despite the success of Vision-Language Models (VLMs), misleading charts remain a significant challenge due to their deceptive visual structures and distorted data representations. We present ChartCynics, an agentic dual-path framework designed to unmask visual deception via a \"skeptical\" reasoning paradigm. Unlike holistic models, ChartCynics decouples perception from verification: a Diagnostic Vision Path captures structural anomalies (e.g., inverted axes) through strategic ROI cropping, while ",
  "authors": "Yanjie Zhang, Yafei Li, Rui Sheng, Zixin Chen, Yanna Lin, Huamin Qu",
  "category": "research",
  "topics": "healthcare,agents-autonomy",
  "orgs": null,
  "regions": null,
  "published_at": "2026-07-13T20:00:00.000Z",
  "fetched_at": "2026-07-16T05:10:56.605Z",
  "source_slug": "hf-daily",
  "source_name": "HuggingFace Daily Papers",
  "source_homepage": "https://huggingface.co/papers",
  "ethics_ai_record_url": "https://ethics.ai/record/10563",
  "original_url": "https://arxiv.org/abs/2603.28583",
  "evidence_status": "source-only",
  "attribution": "via ethics.ai"
}