Evidence Receipt. Related Resources.
Evidence Receipt. Related Resources.
Compared to this week’s papers
Verification pending
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Route this paper proof surface into REST, MCP, or developer workflows while preserving the same evidence receipt and related-resource context.
Page Freshness
Canonical route: /signal-canvas/understanding-and-mitigating-spurious-signal-amplification-in-test-time-reinforcement-learning-for-math-reasoning
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 understanding-and-mitigating-spurious-signal-amplification-in-test-time-reinforcement-learning-for-math-reasoning | Route /signal-canvas/understanding-and-mitigating-spurious-signal-amplification-in-test-time-reinforcement-learning-for-math-reasoning
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/understanding-and-mitigating-spurious-signal-amplification-in-test-time-reinforcement-learning-for-math-reasoningMCP example
{
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"arguments": {
"mode": "paper",
"paper_ref": "understanding-and-mitigating-spurious-signal-amplification-in-test-time-reinforcement-learning-for-math-reasoning",
"query_text": "Summarize Understanding and Mitigating Spurious Signal Amplification in Test-Time Reinforcement Learning for Math Reasoning"
}
}source_context
{
"surface": "signal_canvas",
"mode": "paper",
"query": "Understanding and Mitigating Spurious Signal Amplification in Test-Time Reinforcement Learning for Math Reasoning",
"normalized_query": "2604.21327",
"route": "/signal-canvas/understanding-and-mitigating-spurious-signal-amplification-in-test-time-reinforcement-learning-for-math-reasoning",
"paper_ref": "understanding-and-mitigating-spurious-signal-amplification-in-test-time-reinforcement-learning-for-math-reasoning",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Claims: 1
References: Pending verification
Proof: Verification pending
Freshness state: computing
Source paper: Understanding and Mitigating Spurious Signal Amplification in Test-Time Reinforcement Learning for Math Reasoning
PDF: https://arxiv.org/pdf/2604.21327v1
Repository: https://github.com/yuyongcan/DDRL
Source count: 4
Coverage: 67%
Last proof check: 2026-04-24T20:28:11.390Z
Signal Canvas receipt window
/buildability/understanding-and-mitigating-spurious-signal-amplification-in-test-time-reinforcement-learning-for-math-reasoning
Subject: Understanding and Mitigating Spurious Signal Amplification in Test-Time Reinforcement Learning for Math Reasoning
Preparing verified analysis
Dimensions overall score 7.0
{"file name": "input.pdf", "number of pages": 13, "author": "Yongcan Yu; Lingxiao He; Jian Liang; Kuangpu Guo; Meng Wang; Qianlong Xie; Xingxing Wang; Ran He"
Implication not extracted yet.
partial
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Verdict
Build Now
Verdict is Build Now because viability and implementation proof cleared the Wave 1 scaffold thresholds.
Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
Receipt path
/buildability/understanding-and-mitigating-spurious-signal-amplification-in-test-time-reinforcement-learning-for-math-reasoning
Paper ref
understanding-and-mitigating-spurious-signal-amplification-in-test-time-reinforcement-learning-for-math-reasoning
arXiv id
2604.21327
Generated at
2026-04-24T20:28:11.390Z
Evidence freshness
stale
Last verification
2026-04-24T20:28:11.390Z
Sources
4
References
0
Coverage
67%
Lineage hash
c49c5a8ec8c7970aa65d0353789e4ac4dd0e3112eda5063e00c2116c5e388cf0
Canonical opportunity-kernel lineage hash.
External signature
unsigned_external
No founder, registry, pilot, or production-adoption signature is attached to this receipt.
Verification
not_verified
Verification is blocked until an external signature is provided.
Pending verification refs / 4 sources / Verification pending
references
proof_status