What changes after deployment? A survey on On-device Learning in TinyML

What changes after deployment? A survey on On-device Learning in TinyML | Signal Canvas | ScienceToStartup

Page Freshness

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Canonical route: /signal-canvas/what-changes-after-deployment-a-survey-on-on-device-learning-in-tinyml

stale

Proof freshness: stale
Proof status: unverified
Display score: 3/10
Last proof check: 2026-06-01
Score updated: 2026-06-01
Score fresh until: 2026-07-01
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 what-changes-after-deployment-a-survey-on-on-device-learning-in-tinyml | Route /signal-canvas/what-changes-after-deployment-a-survey-on-on-device-learning-in-tinyml

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/what-changes-after-deployment-a-survey-on-on-device-learning-in-tinyml

MCP example

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    "query_text": "Summarize What changes after deployment? A survey on On-device Learning in TinyML"
  }
}

source_context

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  "query": "What changes after deployment? A survey on On-device Learning in TinyML",
  "normalized_query": "2605.31226",
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  "topic_slug": null,
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Evidence Receipt

Route status: building

Claims: 1

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: What changes after deployment? A survey on On-device Learning in TinyML

PDF: https://arxiv.org/pdf/2605.31226v1

Source count: 3

Coverage: 50%

Last proof check: 2026-06-01T20:31:18.681Z

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Not build-ready: What changes after deployment? A survey on On-device Learning in TinyML

/buildability/what-changes-after-deployment-a-survey-on-on-device-learning-in-tinyml

Ignoreblocked

Subject: What changes after deployment? A survey on On-device Learning in TinyML

Verdict

Ignore

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

What changes after deployment? A survey on On-device Learning in TinyML

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