Pith Number

pith:AO5E44QF

pith:2025:AO5E44QFU5RSQB2BQYU45AB7RQ

not attested not anchored not stored refs pending

CoLLMLight: Cooperative Large Language Model Agents for Network-Wide Traffic Signal Control

Hao Liu, Siqi Lai, Zirui Yuan

arxiv:2503.11739 v1 · 2025-03-14 · cs.LG · cs.AI · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AO5E44QFU5RSQB2BQYU45AB7RQ}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

5 papers in Pith

Earth Science Foundation Models: From Perception to Reasoning and Discovery

ReasonLight: A Multimodal Foundation Model-Enhanced Reinforcement Learning Framework for Zero-Shot Traffic Signal Control

Earth Science Foundation Models: From Perception to Reasoning and Discovery

CuraLight: Debate-Guided Data Curation for LLM-Centered Traffic Signal Control

TrafficClaw: A Generalizable LLM Agent in the Unified Physical Environment for Urban Traffic Control

Receipt and verification

First computed	2026-07-05T10:32:42.420591Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

03ba4e7205a7632807418629ce803f8c039231383ee032809b4dbbd7daf321b3

Aliases

arxiv: 2503.11739 · arxiv_version: 2503.11739v1 · doi: 10.48550/arxiv.2503.11739 · pith_short_12: AO5E44QFU5RS · pith_short_16: AO5E44QFU5RSQB2B · pith_short_8: AO5E44QF

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/AO5E44QFU5RSQB2BQYU45AB7RQ \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 03ba4e7205a7632807418629ce803f8c039231383ee032809b4dbbd7daf321b3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8ac3ae9e5f46016768040c03865e9cc5955593dc1e473b300343979b3d844652",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-14T15:40:39Z",
    "title_canon_sha256": "7368fcc67fd3a58a40565b44aa278cb2981954a0c22fd328aa7d53b7f367b6dc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.11739",
    "kind": "arxiv",
    "version": 1
  }
}