This equation captures one of the core mathematical components of the system. N X i=1 c(bi) ≤B where c(bi) denotes the visual token cost of en- coding vie
Page and bbox are available; crop image is pending.
Global Context or Local Detail? Adaptive Visual Grounding for Hallucination Mitigation explores Adaptive visual grounding system to mitigate hallucinations in vision-language models.. Commercial viability score: 5/10 in AI for Visual Recognition.
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Page Freshness
Canonical route: /paper/global-context-or-local-detail-adaptive-visual-grounding-for-hallucination-mitigation
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
Agent Handoff
Canonical ID global-context-or-local-detail-adaptive-visual-grounding-for-hallucination-mitigation | Route /paper/global-context-or-local-detail-adaptive-visual-grounding-for-hallucination-mitigation
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/global-context-or-local-detail-adaptive-visual-grounding-for-hallucination-mitigationMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.24396"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Global Context or Local Detail? Adaptive Visual Grounding for Hallucination Mitigation",
"normalized_query": "2604.24396",
"route": "/paper/global-context-or-local-detail-adaptive-visual-grounding-for-hallucination-mitigation",
"paper_ref": "global-context-or-local-detail-adaptive-visual-grounding-for-hallucination-mitigation",
"topic_slug": null,
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}Paper proof page receipt window
/buildability/global-context-or-local-detail-adaptive-visual-grounding-for-hallucination-mitigation
Subject: Global Context or Local Detail? Adaptive Visual Grounding for Hallucination Mitigation
Verdict
Watch
Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.
Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
Receipt path
/buildability/global-context-or-local-detail-adaptive-visual-grounding-for-hallucination-mitigation
Paper ref
global-context-or-local-detail-adaptive-visual-grounding-for-hallucination-mitigation
arXiv id
2604.24396
Generated at
2026-04-28T15:16:38.475Z
Evidence freshness
fresh
Last verification
2026-04-28T15:16:38.475Z
Sources
3
References
0
Coverage
50%
Lineage hash
09f19fb500f05b05c959ed62547e2a07ed294451e3c5829bd04079b0ccf204cc
Canonical opportunity-kernel lineage hash.
External signature
unsigned_external
No founder, registry, pilot, or production-adoption signature is attached to this receipt.
Verification
not_verified
Verification is blocked until an external signature is provided.
Pending verification refs / 3 sources / Verification pending
repo_url
references
Constellation, claims, and market context stay visible on the paper proof page even when commercialization rails are held back for incomplete proof receipts.
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Dimensions overall score 5.0
Visual citation anchors from the paper document graph.
This equation captures one of the core mathematical components of the system. N X i=1 c(bi) ≤B where c(bi) denotes the visual token cost of en- coding vie
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. bi = arg max b∈Bi ∆i(b) −λ c(b) where ∆i(b) denotes the expected reduction
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. Ri = LM([Xi; R<i; Q]) where Bi is a candidate region set, bi is the se- le
Page and bbox are available; crop image is pending.
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