Pith Number

pith:QTO3XW4K

pith:2024:QTO3XW4K5Q7OQINWICR432NPN2

not attested not anchored not stored refs pending

iLLM-TSC: Integration reinforcement learning and large language model for traffic signal control policy improvement

Aoyu Pang, Chung Shue Chen, Man-On Pun, Maonan Wang, Xi Xiong

arxiv:2407.06025 v1 · 2024-07-08 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QTO3XW4K5Q7OQINWICR432NPN2}

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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

4 papers in Pith

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

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	2026-07-05T08:41:22.507206Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

84ddbbdb8aec3ee821b640a3cde9af6e92268cee8d082cfaf42a6381f5e6cc0b

Aliases

arxiv: 2407.06025 · arxiv_version: 2407.06025v1 · doi: 10.48550/arxiv.2407.06025 · pith_short_12: QTO3XW4K5Q7O · pith_short_16: QTO3XW4K5Q7OQINW · pith_short_8: QTO3XW4K

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/QTO3XW4K5Q7OQINWICR432NPN2 \
  | 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: 84ddbbdb8aec3ee821b640a3cde9af6e92268cee8d082cfaf42a6381f5e6cc0b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "83e62fc492418dfbb297cac1832da4db5fb33315f147b493ec8c67c508d74de6",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-07-08T15:22:49Z",
    "title_canon_sha256": "8da636520d77017574b0883f4505609ae8583e7bf343a668576140c8d8c8dd1b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.06025",
    "kind": "arxiv",
    "version": 1
  }
}