Evidence Receipt. Related Resources.
Evidence Receipt. Related Resources.
Compared to this week’s papers
Verification pending
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Page Freshness
Canonical route: /signal-canvas/the-many-faces-of-on-policy-distillation-pitfalls-mechanisms-and-fixes
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 the-many-faces-of-on-policy-distillation-pitfalls-mechanisms-and-fixes | Route /signal-canvas/the-many-faces-of-on-policy-distillation-pitfalls-mechanisms-and-fixes
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/the-many-faces-of-on-policy-distillation-pitfalls-mechanisms-and-fixesMCP example
{
"tool": "search_signal_canvas",
"arguments": {
"mode": "paper",
"paper_ref": "the-many-faces-of-on-policy-distillation-pitfalls-mechanisms-and-fixes",
"query_text": "Summarize The Many Faces of On-Policy Distillation: Pitfalls, Mechanisms, and Fixes"
}
}source_context
{
"surface": "signal_canvas",
"mode": "paper",
"query": "The Many Faces of On-Policy Distillation: Pitfalls, Mechanisms, and Fixes",
"normalized_query": "2605.11182",
"route": "/signal-canvas/the-many-faces-of-on-policy-distillation-pitfalls-mechanisms-and-fixes",
"paper_ref": "the-many-faces-of-on-policy-distillation-pitfalls-mechanisms-and-fixes",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Claims: 0
References: Pending verification
Proof: Verification pending
Freshness state: computing
Source paper: The Many Faces of On-Policy Distillation: Pitfalls, Mechanisms, and Fixes
PDF: https://arxiv.org/pdf/2605.11182v1
Source count: Pending verification
Coverage: 0%
Last proof check: 2026-05-13T20:19:31.376Z
Signal Canvas receipt window
/buildability/the-many-faces-of-on-policy-distillation-pitfalls-mechanisms-and-fixes
Subject: The Many Faces of On-Policy Distillation: Pitfalls, Mechanisms, and Fixes
Verdict
Ignore
Verdict is Ignore because current viability and proof state do not clear the buildability gate.
Preparing verified analysis
Dimensions overall score 3.0
No public code linked for this paper yet.
CLAIM MAP
No public claim map is available for this paper yet.
Related resources will appear here when this paper maps cleanly to topic, benchmark, or dataset surfaces.
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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/the-many-faces-of-on-policy-distillation-pitfalls-mechanisms-and-fixes
Paper ref
the-many-faces-of-on-policy-distillation-pitfalls-mechanisms-and-fixes
arXiv id
2605.11182
Generated at
2026-05-13T20:19:31.376Z
Evidence freshness
fresh
Last verification
2026-05-13T20:19:31.376Z
Sources
0
References
0
Coverage
0%
Lineage hash
b11fe5ac31fa579d93f2a08d66e7854eb6f2af22b2ca4b00004ad2e9245d03c4
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.
Verification pending / evidence receipt incomplete
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paper_evidence_receipts.coverage