Pith Number

pith:RYODZY6D

pith:2024:RYODZY6D4CPV2OGRPEH5I5PMM3

not attested not anchored not stored refs pending

GuideLight: "Industrial Solution" Guidance for More Practical Traffic Signal Control Agents

Guanghu Sui, Hangyu Mao, Haoyuan Jiang, Hua Wei, Jingqing Ruan, Rui Zhao, Wolfgang Ketter, Xuantang Xiong, Yuheng Cheng, Ziyue Li

arxiv:2407.10811 v1 · 2024-07-15 · cs.MA · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RYODZY6D4CPV2OGRPEH5I5PMM3}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

1 paper in Pith

MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control

Receipt and verification

First computed	2026-07-05T08:44:04.489205Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8e1c3ce3c3e09f5d38d1790fd475ec66cd17a665a942abf3c1c9c201886a9fbf

Aliases

arxiv: 2407.10811 · arxiv_version: 2407.10811v1 · doi: 10.48550/arxiv.2407.10811 · pith_short_12: RYODZY6D4CPV · pith_short_16: RYODZY6D4CPV2OGR · pith_short_8: RYODZY6D

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/RYODZY6D4CPV2OGRPEH5I5PMM3 \
  | 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: 8e1c3ce3c3e09f5d38d1790fd475ec66cd17a665a942abf3c1c9c201886a9fbf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "80335fee31ff92f47afcc76f98c04773cb951cc13b8605b5f554c008e492f0ec",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2024-07-15T15:26:10Z",
    "title_canon_sha256": "731e28c504eda5146288ac3d264ab95d45f29a522c5cc84b5471328df00e9f3c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.10811",
    "kind": "arxiv",
    "version": 1
  }
}