Finding the Correct Visual Evidence Without Forgetting: Mitigating Hallucination in LVLMs via Inter-Layer Visual Attention Discrepancy

Finding the Correct Visual Evidence Without Forgetting: Mitigating Hallucination in LVLMs via Inter-Layer Visual Attention Discrepancy | Signal Canvas | ScienceToStartup

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Canonical route: /signal-canvas/finding-the-correct-visual-evidence-without-forgetting-mitigating-hallucination-in-lvlms-via-inter-layer-visual-attentio

stale

Proof freshness: stale
Proof status: unverified
Display score: 7/10
Last proof check: 2026-05-21
Score updated: 2026-05-21
Score fresh until: 2026-06-20
References: 0
Source count: 4
Coverage: 67%

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Agent Handoff

Canonical ID finding-the-correct-visual-evidence-without-forgetting-mitigating-hallucination-in-lvlms-via-inter-layer-visual-attentio | Route /signal-canvas/finding-the-correct-visual-evidence-without-forgetting-mitigating-hallucination-in-lvlms-via-inter-layer-visual-attentio

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/finding-the-correct-visual-evidence-without-forgetting-mitigating-hallucination-in-lvlms-via-inter-layer-visual-attentio

MCP example

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  "arguments": {
    "mode": "paper",
    "paper_ref": "finding-the-correct-visual-evidence-without-forgetting-mitigating-hallucination-in-lvlms-via-inter-layer-visual-attentio",
    "query_text": "Summarize Finding the Correct Visual Evidence Without Forgetting: Mitigating Hallucination in LVLMs via Inter-Layer Visual Attention Discrepancy"
  }
}

source_context

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  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Finding the Correct Visual Evidence Without Forgetting: Mitigating Hallucination in LVLMs via Inter-Layer Visual Attention Discrepancy",
  "normalized_query": "2605.20965",
  "route": "/signal-canvas/finding-the-correct-visual-evidence-without-forgetting-mitigating-hallucination-in-lvlms-via-inter-layer-visual-attentio",
  "paper_ref": "finding-the-correct-visual-evidence-without-forgetting-mitigating-hallucination-in-lvlms-via-inter-layer-visual-attentio",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 0

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: Finding the Correct Visual Evidence Without Forgetting: Mitigating Hallucination in LVLMs via Inter-Layer Visual Attention Discrepancy

PDF: https://arxiv.org/pdf/2605.20965v1

Repository: https://github.com/ytx-ML/ILVAD

Source count: 4

Coverage: 67%

Last proof check: 2026-05-21T20:29:12.511Z

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Subject: Finding the Correct Visual Evidence Without Forgetting: Mitigating Hallucination in LVLMs via Inter-Layer Visual Attention Discrepancy

Finding the Correct Visual Evidence Without Forgetting: Mitigating Hallucination in LVLMs via Inter-Layer Visual Attention Discrepancy

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