D$^3$: Dynamic Directional Graph-Constrained Data Scheduling for LLM Training

D$^3$: Dynamic Directional Graph-Constrained Data Scheduling for LLM Training | Signal Canvas | ScienceToStartup

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Canonical route: /signal-canvas/d-3-dynamic-directional-graph-constrained-data-scheduling-for-llm-training

stale

Proof freshness: stale
Proof status: unverified
Display score: 7/10
Last proof check: 2026-06-01
Score updated: 2026-06-01
Score fresh until: 2026-07-01
References: 0
Source count: 4
Coverage: 67%

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 d-3-dynamic-directional-graph-constrained-data-scheduling-for-llm-training | Route /signal-canvas/d-3-dynamic-directional-graph-constrained-data-scheduling-for-llm-training

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/d-3-dynamic-directional-graph-constrained-data-scheduling-for-llm-training

MCP example

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  "arguments": {
    "mode": "paper",
    "paper_ref": "d-3-dynamic-directional-graph-constrained-data-scheduling-for-llm-training",
    "query_text": "Summarize D$^3$: Dynamic Directional Graph-Constrained Data Scheduling for LLM Training"
  }
}

source_context

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  "mode": "paper",
  "query": "D$^3$: Dynamic Directional Graph-Constrained Data Scheduling for LLM Training",
  "normalized_query": "2605.31164",
  "route": "/signal-canvas/d-3-dynamic-directional-graph-constrained-data-scheduling-for-llm-training",
  "paper_ref": "d-3-dynamic-directional-graph-constrained-data-scheduling-for-llm-training",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 1

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: D$^3$: Dynamic Directional Graph-Constrained Data Scheduling for LLM Training

PDF: https://arxiv.org/pdf/2605.31164v1

Repository: https://github.com/xuyj233/D3

Source count: 4

Coverage: 67%

Last proof check: 2026-06-01T20:22:39.503Z

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Ready for execution: D$^3$: Dynamic Directional Graph-Constrained Data Scheduling for LLM Training

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Subject: D$^3$: Dynamic Directional Graph-Constrained Data Scheduling for LLM Training

Verdict

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Verdict is Build Now because viability and implementation proof cleared the Wave 1 scaffold thresholds.

D$^3$: Dynamic Directional Graph-Constrained Data Scheduling for LLM Training

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