CuraLight: Debate-Guided Data Curation for LLM-Centered Traffic Signal Control
Compared to this week’s papers
Verification pending
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Page Freshness
Signal Canvas proof surface
Canonical route: /signal-canvas/curalight-debate-guided-data-curation-for-llm-centered-traffic-signal-control
- Proof freshness
- fresh
- Proof status
- unverified
- Display score
- 7/10
- Last proof check
- 2026-04-08
- Score updated
- 2026-04-08
- Score fresh until
- 2026-05-08
- 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
CuraLight: Debate-Guided Data Curation for LLM-Centered Traffic Signal Control
Canonical ID curalight-debate-guided-data-curation-for-llm-centered-traffic-signal-control | Route /signal-canvas/curalight-debate-guided-data-curation-for-llm-centered-traffic-signal-control
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/curalight-debate-guided-data-curation-for-llm-centered-traffic-signal-controlMCP example
{
"tool": "search_signal_canvas",
"arguments": {
"mode": "paper",
"paper_ref": "curalight-debate-guided-data-curation-for-llm-centered-traffic-signal-control",
"query_text": "Summarize CuraLight: Debate-Guided Data Curation for LLM-Centered Traffic Signal Control"
}
}source_context
{
"surface": "signal_canvas",
"mode": "paper",
"query": "CuraLight: Debate-Guided Data Curation for LLM-Centered Traffic Signal Control",
"normalized_query": "2604.05663",
"route": "/signal-canvas/curalight-debate-guided-data-curation-for-llm-centered-traffic-signal-control",
"paper_ref": "curalight-debate-guided-data-curation-for-llm-centered-traffic-signal-control",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Evidence Receipt
Route status: buildingClaims: 0
References: Pending verification
Proof: Verification pending
Freshness state: computing
Source paper: CuraLight: Debate-Guided Data Curation for LLM-Centered Traffic Signal Control
PDF: https://arxiv.org/pdf/2604.05663v1
Source count: Pending verification
Coverage: 0%
Last proof check: 2026-04-08T03:21:54.703Z
Signal Canvas receipt window
Watch and verify: CuraLight: Debate-Guided Data Curation for LLM-Centered Traffic Signal Control
/buildability/curalight-debate-guided-data-curation-for-llm-centered-traffic-signal-control
Subject: CuraLight: Debate-Guided Data Curation for LLM-Centered Traffic Signal Control
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.
Evidence ids
Receipt path
/buildability/curalight-debate-guided-data-curation-for-llm-centered-traffic-signal-control
Paper ref
curalight-debate-guided-data-curation-for-llm-centered-traffic-signal-control
arXiv id
2604.05663
Freshness
Generated at
2026-04-08T03:21:54.703Z
Evidence freshness
fresh
Last verification
2026-04-08T03:21:54.703Z
Sources
0
References
0
Coverage
0%
Hash state
Lineage hash
52d9a89856c4dda26b980175c462881ae6a3e8fefc2622c93bd88ce3598aae69
Canonical opportunity-kernel lineage hash.
Signature state
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.
Blockers
- Missing: paper_evidence_receipts.references_count
- Missing: paper_evidence_receipts.coverage
- Unknown: Canonical evidence receipt has not been materialized yet.
Verification pending / evidence receipt incomplete
paper_evidence_receipts.references_count
paper_evidence_receipts.coverage
Paper Conversation
Citation-first answers with explicit evidence receipts, disagreement handling, commercialization framing, and next actions.
CuraLight: Debate-Guided Data Curation for LLM-Centered Traffic Signal Control
Canonical Paper Receipt
Last verification: 2026-04-08T03:21:54.703ZFreshness: fresh
Proof: unverified
Repo: missing
References: 0
Sources: 0
Coverage: 0%
- - paper_evidence_receipts.references_count
- - paper_evidence_receipts.coverage
- - Canonical evidence receipt has not been materialized yet.
Preparing verified analysis
Dimensions overall score 7.0
GitHub Code Pulse
No public code linked for this paper yet.
Claim map
No public claim map is available for this paper yet.
Startup potential card
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