Beyond What to Select: A Plug-and-play Oscillatory Data-Volume Scheduling for Efficient Model Training

Beyond What to Select: A Plug-and-play Oscillatory Data-Volume Scheduling for Efficient Model Training | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/beyond-what-to-select-a-plug-and-play-oscillatory-data-volume-scheduling-for-efficient-model-training

stale

Proof freshness: fresh
Proof status: unverified
Display score: 7/10
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 beyond-what-to-select-a-plug-and-play-oscillatory-data-volume-scheduling-for-efficient-model-training | Route /signal-canvas/beyond-what-to-select-a-plug-and-play-oscillatory-data-volume-scheduling-for-efficient-model-training

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/beyond-what-to-select-a-plug-and-play-oscillatory-data-volume-scheduling-for-efficient-model-training

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "beyond-what-to-select-a-plug-and-play-oscillatory-data-volume-scheduling-for-efficient-model-training",
    "query_text": "Summarize Beyond What to Select: A Plug-and-play Oscillatory Data-Volume Scheduling for Efficient Model Training"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Beyond What to Select: A Plug-and-play Oscillatory Data-Volume Scheduling for Efficient Model Training",
  "normalized_query": "2605.14773",
  "route": "/signal-canvas/beyond-what-to-select-a-plug-and-play-oscillatory-data-volume-scheduling-for-efficient-model-training",
  "paper_ref": "beyond-what-to-select-a-plug-and-play-oscillatory-data-volume-scheduling-for-efficient-model-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: Beyond What to Select: A Plug-and-play Oscillatory Data-Volume Scheduling for Efficient Model Training

PDF: https://arxiv.org/pdf/2605.14773v1

Source count: Pending verification

Coverage: 0%

Last proof check: 2026-05-15T20:12:01.098Z

Signal Canvas receipt window

Watch and verify: Beyond What to Select: A Plug-and-play Oscillatory Data-Volume Scheduling for Efficient Model Training

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Watchwatch

Subject: Beyond What to Select: A Plug-and-play Oscillatory Data-Volume Scheduling for Efficient Model Training

Verdict

Watch

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

Beyond What to Select: A Plug-and-play Oscillatory Data-Volume Scheduling for Efficient Model Training

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