Communication-free Sampling and 4D Hybrid Parallelism for Scalable Mini-batch GNN Training

Communication-free Sampling and 4D Hybrid Parallelism for Scalable Mini-batch GNN Training | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/communication-free-sampling-and-4d-hybrid-parallelism-for-scalable-mini-batch-gnn-training

stale

Proof freshness: unknown
Proof status: unverified
Display score: 3/10
Last proof check: 2026-04-06
Score updated: 2026-04-06
Score fresh until: 2026-05-06
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 communication-free-sampling-and-4d-hybrid-parallelism-for-scalable-mini-batch-gnn-training | Route /signal-canvas/communication-free-sampling-and-4d-hybrid-parallelism-for-scalable-mini-batch-gnn-training

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/communication-free-sampling-and-4d-hybrid-parallelism-for-scalable-mini-batch-gnn-training

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "communication-free-sampling-and-4d-hybrid-parallelism-for-scalable-mini-batch-gnn-training",
    "query_text": "Summarize Communication-free Sampling and 4D Hybrid Parallelism for Scalable Mini-batch GNN Training"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Communication-free Sampling and 4D Hybrid Parallelism for Scalable Mini-batch GNN Training",
  "normalized_query": "2604.02651",
  "route": "/signal-canvas/communication-free-sampling-and-4d-hybrid-parallelism-for-scalable-mini-batch-gnn-training",
  "paper_ref": "communication-free-sampling-and-4d-hybrid-parallelism-for-scalable-mini-batch-gnn-training",
  "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: Communication-free Sampling and 4D Hybrid Parallelism for Scalable Mini-batch GNN Training

PDF: https://arxiv.org/pdf/2604.02651v1

Source count: Pending verification

Coverage: 0%

Last proof check: 2026-04-06T20:17:43.292Z

Signal Canvas receipt window

Not build-ready: Communication-free Sampling and 4D Hybrid Parallelism for Scalable Mini-batch GNN Training

/buildability/communication-free-sampling-and-4d-hybrid-parallelism-for-scalable-mini-batch-gnn-training

Ignoreblocked

Subject: Communication-free Sampling and 4D Hybrid Parallelism for Scalable Mini-batch GNN Training

Verdict

Ignore

Verdict is Ignore because current viability and proof state do not clear the buildability gate.

Communication-free Sampling and 4D Hybrid Parallelism for Scalable Mini-batch GNN Training

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