CAMPA: Efficient and Aligned Multimodal Graph Learning via Decoupled Propagation and Aggregation

CAMPA: Efficient and Aligned Multimodal Graph Learning via Decoupled Propagation and Aggregation | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/campa-efficient-and-aligned-multimodal-graph-learning-via-decoupled-propagation-and-aggregation

stale

Proof freshness: stale
Proof status: unverified
Display score: 6/10
Last proof check: 2026-05-13
Score updated: 2026-05-13
Score fresh until: 2026-06-12
References: 0
Source count: 3
Coverage: 50%

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 campa-efficient-and-aligned-multimodal-graph-learning-via-decoupled-propagation-and-aggregation | Route /signal-canvas/campa-efficient-and-aligned-multimodal-graph-learning-via-decoupled-propagation-and-aggregation

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/campa-efficient-and-aligned-multimodal-graph-learning-via-decoupled-propagation-and-aggregation

MCP example

{
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    "mode": "paper",
    "paper_ref": "campa-efficient-and-aligned-multimodal-graph-learning-via-decoupled-propagation-and-aggregation",
    "query_text": "Summarize CAMPA: Efficient and Aligned Multimodal Graph Learning via Decoupled Propagation and Aggregation"
  }
}

source_context

{
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  "mode": "paper",
  "query": "CAMPA: Efficient and Aligned Multimodal Graph Learning via Decoupled Propagation and Aggregation",
  "normalized_query": "2605.11468",
  "route": "/signal-canvas/campa-efficient-and-aligned-multimodal-graph-learning-via-decoupled-propagation-and-aggregation",
  "paper_ref": "campa-efficient-and-aligned-multimodal-graph-learning-via-decoupled-propagation-and-aggregation",
  "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: CAMPA: Efficient and Aligned Multimodal Graph Learning via Decoupled Propagation and Aggregation

PDF: https://arxiv.org/pdf/2605.11468v1

Source count: 3

Coverage: 50%

Last proof check: 2026-05-13T20:59:54.116Z

Signal Canvas receipt window

Watch and verify: CAMPA: Efficient and Aligned Multimodal Graph Learning via Decoupled Propagation and Aggregation

/buildability/campa-efficient-and-aligned-multimodal-graph-learning-via-decoupled-propagation-and-aggregation

Watchwatch

Subject: CAMPA: Efficient and Aligned Multimodal Graph Learning via Decoupled Propagation and Aggregation

Verdict

Watch

Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.

CAMPA: Efficient and Aligned Multimodal Graph Learning via Decoupled Propagation and Aggregation

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