Enhancing Deep Neural Network Reliability with Refinement and Calibration

Enhancing Deep Neural Network Reliability with Refinement and Calibration | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/enhancing-deep-neural-network-reliability-with-refinement-and-calibration

stale

Proof freshness: stale
Proof status: unverified
Display score: 5/10
Last proof check: 2026-05-25
Score updated: 2026-05-25
Score fresh until: 2026-06-24
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 enhancing-deep-neural-network-reliability-with-refinement-and-calibration | Route /signal-canvas/enhancing-deep-neural-network-reliability-with-refinement-and-calibration

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/enhancing-deep-neural-network-reliability-with-refinement-and-calibration

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "enhancing-deep-neural-network-reliability-with-refinement-and-calibration",
    "query_text": "Summarize Enhancing Deep Neural Network Reliability with Refinement and Calibration"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Enhancing Deep Neural Network Reliability with Refinement and Calibration",
  "normalized_query": "2605.23249",
  "route": "/signal-canvas/enhancing-deep-neural-network-reliability-with-refinement-and-calibration",
  "paper_ref": "enhancing-deep-neural-network-reliability-with-refinement-and-calibration",
  "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: Enhancing Deep Neural Network Reliability with Refinement and Calibration

PDF: https://arxiv.org/pdf/2605.23249v1

Source count: 3

Coverage: 50%

Last proof check: 2026-05-25T20:37:54.728Z

Signal Canvas receipt window

Watch and verify: Enhancing Deep Neural Network Reliability with Refinement and Calibration

/buildability/enhancing-deep-neural-network-reliability-with-refinement-and-calibration

Watchwatch

Subject: Enhancing Deep Neural Network Reliability with Refinement and Calibration

Verdict

Watch

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

Enhancing Deep Neural Network Reliability with Refinement and Calibration

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