Learning from Equivalence Queries, Revisited

Learning from Equivalence Queries, Revisited | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/learning-from-equivalence-queries-revisited

stale

Proof freshness: unknown
Proof status: unverified
Display score: 2/10
Last proof check: 2026-04-07
Score updated: 2026-04-07
Score fresh until: 2026-05-07
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 learning-from-equivalence-queries-revisited | Route /signal-canvas/learning-from-equivalence-queries-revisited

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/learning-from-equivalence-queries-revisited

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "learning-from-equivalence-queries-revisited",
    "query_text": "Summarize Learning from Equivalence Queries, Revisited"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Learning from Equivalence Queries, Revisited",
  "normalized_query": "2604.04535",
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  "paper_ref": "learning-from-equivalence-queries-revisited",
  "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: Learning from Equivalence Queries, Revisited

PDF: https://arxiv.org/pdf/2604.04535v1

Source count: Pending verification

Coverage: 0%

Last proof check: 2026-04-07T20:14:30.615Z

Signal Canvas receipt window

Not build-ready: Learning from Equivalence Queries, Revisited

/buildability/learning-from-equivalence-queries-revisited

Ignoreblocked

Subject: Learning from Equivalence Queries, Revisited

Verdict

Ignore

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

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Compute envelope

Structured compute envelope

Insufficient data

No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.

Learning from Equivalence Queries, Revisited

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