Pith Number

pith:FNCM7EYO

pith:2024:FNCM7EYOL73GVQP5Q6LBMUMBZ3

not attested not anchored not stored refs pending

LLM-Assisted Light: Leveraging Large Language Model Capabilities for Human-Mimetic Traffic Signal Control in Complex Urban Environments

Aoyu Pang, Bo Huang, Chung Shue Chen, Man-On Pun, Maonan Wang, Yuheng Kan

arxiv:2403.08337 v2 · 2024-03-13 · eess.SY · cs.AI · cs.LG · cs.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FNCM7EYOL73GVQP5Q6LBMUMBZ3}

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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

3 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

Receipt and verification

First computed	2026-07-05T08:30:50.969435Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2b44cf930e5ff66ac1fd8796165181cefb72cd199f944717f94185c0d90a5387

Aliases

arxiv: 2403.08337 · arxiv_version: 2403.08337v2 · doi: 10.48550/arxiv.2403.08337 · pith_short_12: FNCM7EYOL73G · pith_short_16: FNCM7EYOL73GVQP5 · pith_short_8: FNCM7EYO

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/FNCM7EYOL73GVQP5Q6LBMUMBZ3 \
  | 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: 2b44cf930e5ff66ac1fd8796165181cefb72cd199f944717f94185c0d90a5387

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "80b27b9c84fe667681b4102054e49939716a6e1cbcc494508db309740237f92d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2024-03-13T08:41:55Z",
    "title_canon_sha256": "da923ffd5c0231ed8e18e3b01c98be715b1b76d28aad241119395fc126196991"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.08337",
    "kind": "arxiv",
    "version": 2
  }
}