KGPFN: Unlocking the Potential of Knowledge Graph Foundation Model via In-Context Learning

KGPFN: Unlocking the Potential of Knowledge Graph Foundation Model via In-Context Learning | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/kgpfn-unlocking-the-potential-of-knowledge-graph-foundation-model-via-in-context-learning

stale

Proof freshness: fresh
Proof status: unverified
Display score: 8/10
Last proof check: 2026-05-15
Score updated: 2026-05-15
Score fresh until: 2026-06-14
References: 0
Source count: 0
Coverage: 0%

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 kgpfn-unlocking-the-potential-of-knowledge-graph-foundation-model-via-in-context-learning | Route /signal-canvas/kgpfn-unlocking-the-potential-of-knowledge-graph-foundation-model-via-in-context-learning

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/kgpfn-unlocking-the-potential-of-knowledge-graph-foundation-model-via-in-context-learning

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "kgpfn-unlocking-the-potential-of-knowledge-graph-foundation-model-via-in-context-learning",
    "query_text": "Summarize KGPFN: Unlocking the Potential of Knowledge Graph Foundation Model via In-Context Learning"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "KGPFN: Unlocking the Potential of Knowledge Graph Foundation Model via In-Context Learning",
  "normalized_query": "2605.14907",
  "route": "/signal-canvas/kgpfn-unlocking-the-potential-of-knowledge-graph-foundation-model-via-in-context-learning",
  "paper_ref": "kgpfn-unlocking-the-potential-of-knowledge-graph-foundation-model-via-in-context-learning",
  "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: KGPFN: Unlocking the Potential of Knowledge Graph Foundation Model via In-Context Learning

PDF: https://arxiv.org/pdf/2605.14907v1

Repository: https://github.com/HKUST-KnowComp/KGPFN

Source count: Pending verification

Coverage: 0%

Last proof check: 2026-05-15T20:11:00.973Z

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Ready for execution: KGPFN: Unlocking the Potential of Knowledge Graph Foundation Model via In-Context Learning

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Subject: KGPFN: Unlocking the Potential of Knowledge Graph Foundation Model via In-Context Learning

Verdict

KGPFN: Unlocking the Potential of Knowledge Graph Foundation Model via In-Context Learning

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