Pith Number

pith:E7YLFVYG

pith:2023:E7YLFVYG4ILLC3B5OJF33JCDUB

not attested not anchored not stored refs pending

Learning Decentralized Traffic Signal Controllers with Multi-Agent Graph Reinforcement Learning

Bin Guo, Chau Yuen, Jun Zhang, Liang Wang, Tom H. Luan, Yao Zhang, Zhiwen Yu

arxiv:2311.03756 v1 · 2023-11-07 · cs.LG · cs.AI · cs.SY · eess.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{E7YLFVYG4ILLC3B5OJF33JCDUB}

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.

Receipt and verification

First computed	2026-07-05T07:10:04.489239Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

27f0b2d706e216b16c3d724bbda443a06a7dcaf6444edf1a5918c0f45c1e32be

Aliases

arxiv: 2311.03756 · arxiv_version: 2311.03756v1 · doi: 10.48550/arxiv.2311.03756 · pith_short_12: E7YLFVYG4ILL · pith_short_16: E7YLFVYG4ILLC3B5 · pith_short_8: E7YLFVYG

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/E7YLFVYG4ILLC3B5OJF33JCDUB \
  | 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: 27f0b2d706e216b16c3d724bbda443a06a7dcaf6444edf1a5918c0f45c1e32be

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2ed26708a55f8e8bfa05d27598732126ac17a378bec5819f2e6cc9f15bbc6956",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-07T06:43:15Z",
    "title_canon_sha256": "a585cfe1d635cf0817bd55082d7c735f015c7ec4b9e41c0b19da34d9b16a02d4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.03756",
    "kind": "arxiv",
    "version": 1
  }
}