Learning to Discover at Test Time

Learning to Discover at Test Time | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/learning-to-discover-at-test-time

stale

Proof freshness: stale
Proof status: unverified
Display score: 7/10
Last proof check: 2026-04-02
Score updated: 2026-04-02
Score fresh until: 2026-05-02
References: 0
Source count: 0
Coverage: 17%

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-to-discover-at-test-time | Route /signal-canvas/learning-to-discover-at-test-time

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/learning-to-discover-at-test-time

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "learning-to-discover-at-test-time",
    "query_text": "Summarize Learning to Discover at Test Time"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Learning to Discover at Test Time",
  "normalized_query": "2601.16175",
  "route": "/signal-canvas/learning-to-discover-at-test-time",
  "paper_ref": "learning-to-discover-at-test-time",
  "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 to Discover at Test Time

PDF: https://arxiv.org/pdf/2601.16175v1

Source count: Pending verification

Coverage: 17%

Last proof check: 2026-04-02T02:30:40.136Z

Signal Canvas receipt window

Watch and verify: Learning to Discover at Test Time

/buildability/learning-to-discover-at-test-time

Watchwatch

Subject: Learning to Discover at Test Time

Verdict

Watch

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

Time to first demo

Insufficient data

No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.

Compute envelope

Structured compute envelope

Insufficient data

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

Learning to Discover at Test Time

Use Signal Canvas as the narrative proof surface

Use this Signal Canvas via API or MCP

Signal Canvas proof surface