Vision-Language Introspection: Mitigating Overconfident Hallucinations in MLLMs via Interpretable Bi-Causal Steering

Vision-Language Introspection: Mitigating Overconfident Hallucinations in MLLMs via Interpretable Bi-Causal Steering | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/vision-language-introspection-mitigating-overconfident-hallucinations-in-mllms-via-interpretable-bi-causal-steering

stale

Proof freshness: stale
Proof status: unverified
Display score: 3/10
Last proof check: 2026-03-19
Score updated: 2026-04-02
Score fresh until: 2026-05-02
References: 0
Source count: 0
Coverage: 33%

This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.

Agent Handoff

Canonical ID vision-language-introspection-mitigating-overconfident-hallucinations-in-mllms-via-interpretable-bi-causal-steering | Route /signal-canvas/vision-language-introspection-mitigating-overconfident-hallucinations-in-mllms-via-interpretable-bi-causal-steering

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/vision-language-introspection-mitigating-overconfident-hallucinations-in-mllms-via-interpretable-bi-causal-steering

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "vision-language-introspection-mitigating-overconfident-hallucinations-in-mllms-via-interpretable-bi-causal-steering",
    "query_text": "Summarize Vision-Language Introspection: Mitigating Overconfident Hallucinations in MLLMs via Interpretable Bi-Causal Steering"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Vision-Language Introspection: Mitigating Overconfident Hallucinations in MLLMs via Interpretable Bi-Causal Steering",
  "normalized_query": "2601.05159",
  "route": "/signal-canvas/vision-language-introspection-mitigating-overconfident-hallucinations-in-mllms-via-interpretable-bi-causal-steering",
  "paper_ref": "vision-language-introspection-mitigating-overconfident-hallucinations-in-mllms-via-interpretable-bi-causal-steering",
  "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: Vision-Language Introspection: Mitigating Overconfident Hallucinations in MLLMs via Interpretable Bi-Causal Steering

PDF: https://arxiv.org/pdf/2601.05159v1

Source count: Pending verification

Coverage: 33%

Last proof check: 2026-03-19T18:48:05.835Z

Signal Canvas receipt window

Not build-ready: Vision-Language Introspection: Mitigating Overconfident Hallucinations in MLLMs via Interpretable Bi-Causal Steering

/buildability/vision-language-introspection-mitigating-overconfident-hallucinations-in-mllms-via-interpretable-bi-causal-steering

Ignoreblocked

Subject: Vision-Language Introspection: Mitigating Overconfident Hallucinations in MLLMs via Interpretable Bi-Causal Steering

Verdict

Ignore

Vision-Language Introspection: Mitigating Overconfident Hallucinations in MLLMs via Interpretable Bi-Causal Steering

Use Signal Canvas as the narrative proof surface

Use this Signal Canvas via API or MCP

Signal Canvas proof surface