Pith Number

pith:CIU4M3R3

pith:2023:CIU4M3R3FZSGWNUVF3OW3MTWNQ

not attested not anchored not stored refs pending

LLMLight: Large Language Models as Traffic Signal Control Agents

Hao Liu, Hui Xiong, Siqi Lai, Weijia Zhang, Zhao Xu

arxiv:2312.16044 v5 · 2023-12-26 · cs.AI

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\usepackage{pith}
\pithnumber{CIU4M3R3FZSGWNUVF3OW3MTWNQ}

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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

Large Language Models in Transportation Systems Management and Operations: From Text Reasoning to Multi-modal Decision Support

OverFlowLight: Real-Time Gridlock Prevention and Traffic Signal Optimization for Urban Intersections

C$^2$T: Captioning-Structure and LLM-Aligned Common-Sense Reward Learning for Traffic--Vehicle Coordination

SignalClaw: LLM-Guided Evolutionary Synthesis of Interpretable Traffic Signal Control Skills

ARMove: Learning to Predict Human Mobility through Agentic Reasoning

Receipt and verification

First computed	2026-07-05T09:50:00.748061Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1229c66e3b2e646b36952edd6db2766c352bac81e14cddc459781165d335c87f

Aliases

arxiv: 2312.16044 · arxiv_version: 2312.16044v5 · doi: 10.48550/arxiv.2312.16044 · pith_short_12: CIU4M3R3FZSG · pith_short_16: CIU4M3R3FZSGWNUV · pith_short_8: CIU4M3R3

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/CIU4M3R3FZSGWNUVF3OW3MTWNQ \
  | 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: 1229c66e3b2e646b36952edd6db2766c352bac81e14cddc459781165d335c87f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "22eaf36a35b79cc62f15360a3efe4d65bc2c59101b54682673ed5f99fda15105",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-12-26T13:17:06Z",
    "title_canon_sha256": "440bf0c746f780ccc85997fd853d1f3fd22556cdc5f52f8428bc1b0b420244c3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.16044",
    "kind": "arxiv",
    "version": 5
  }
}