Muon Learns More Robust and Transferable Features than Adam

Muon Learns More Robust and Transferable Features than Adam | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/muon-learns-more-robust-and-transferable-features-than-adam

ready

Proof freshness: fresh
Proof status: unverified
Display score: 0/10
Last proof check: 2026-06-09
Score updated: 2026-06-09
Score fresh until: 2026-07-09
References: 0
Source count: 3
Coverage: 50%

Page-specific freshness sourced from this paper's evidence receipt and score bundle.

Agent Handoff

Canonical ID muon-learns-more-robust-and-transferable-features-than-adam | Route /signal-canvas/muon-learns-more-robust-and-transferable-features-than-adam

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/muon-learns-more-robust-and-transferable-features-than-adam

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "muon-learns-more-robust-and-transferable-features-than-adam",
    "query_text": "Summarize Muon Learns More Robust and Transferable Features than Adam"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Muon Learns More Robust and Transferable Features than Adam",
  "normalized_query": "2606.09658",
  "route": "/signal-canvas/muon-learns-more-robust-and-transferable-features-than-adam",
  "paper_ref": "muon-learns-more-robust-and-transferable-features-than-adam",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 1

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: Muon Learns More Robust and Transferable Features than Adam

PDF: https://arxiv.org/pdf/2606.09658v1

Source count: 3

Coverage: 50%

Last proof check: 2026-06-09T03:24:16.335Z

Signal Canvas receipt window

Not build-ready: Muon Learns More Robust and Transferable Features than Adam

/buildability/muon-learns-more-robust-and-transferable-features-than-adam

Ignoreblocked

Subject: Muon Learns More Robust and Transferable Features than Adam

Verdict

Ignore

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

Muon Learns More Robust and Transferable Features than Adam

Use Signal Canvas as the narrative proof surface

Use this Signal Canvas via API or MCP

Signal Canvas proof surface