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CuraLight: Debate-Guided Data Curation for LLM-Centered Traffic Signal Control explores An LLM-centered framework for traffic signal control that uses RL-guided data curation and multi-LLM deliberation to outperform state-of-the-art.. Commercial viability score: 7/10 in Agents.
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Canonical route: /paper/curalight-debate-guided-data-curation-for-llm-centered-traffic-signal-control
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Canonical ID curalight-debate-guided-data-curation-for-llm-centered-traffic-signal-control | Route /paper/curalight-debate-guided-data-curation-for-llm-centered-traffic-signal-control
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/curalight-debate-guided-data-curation-for-llm-centered-traffic-signal-controlMCP example
{
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}Paper proof page receipt window
/buildability/curalight-debate-guided-data-curation-for-llm-centered-traffic-signal-control
Subject: CuraLight: Debate-Guided Data Curation for LLM-Centered Traffic Signal Control
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Dimensions overall score 7.0
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This equation captures one of the core mathematical components of the system. the set of directed roads. Each road (i, j) ∈E consists of a
Page and bbox are available; crop image is pending.
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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
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%
Lineage hash
52d9a89856c4dda26b980175c462881ae6a3e8fefc2622c93bd88ce3598aae69
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This equation captures one of the core mathematical components of the system. Definition 2 (Traffic movements). At intersection i ∈V, in-
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This equation captures one of the core mathematical components of the system. D⋆ i (t) = arg max D∈Di(t) E Qψ hi(t), pi(t), D . The executed timing action is
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