Pith Number

pith:6NOZBDGE

pith:2019:6NOZBDGEWVD5FL26ZGY37R5PKV

not attested not anchored not stored refs pending

Multi-Agent Deep Reinforcement Learning for Large-scale Traffic Signal Control

Jie Wang, Lara Codec\`a, TianShu Chu, Zhaojian Li

arxiv:1903.04527 v1 · 2019-03-11 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6NOZBDGEWVD5FL26ZGY37R5PKV}

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	2026-05-17T23:51:29.378394Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f35d908cc4b547d2af5ec9b1bfc7af5573ca532d3b4f399a61e0baab1c3e64d3

Aliases

arxiv: 1903.04527 · arxiv_version: 1903.04527v1 · doi: 10.48550/arxiv.1903.04527 · pith_short_12: 6NOZBDGEWVD5 · pith_short_16: 6NOZBDGEWVD5FL26 · pith_short_8: 6NOZBDGE

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/6NOZBDGEWVD5FL26ZGY37R5PKV \
  | 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: f35d908cc4b547d2af5ec9b1bfc7af5573ca532d3b4f399a61e0baab1c3e64d3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eb775735c6d862c026a791a367efb60d9592d40a5890bda326cd96517b3b5752",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-03-11T18:28:58Z",
    "title_canon_sha256": "3e396095e2cb23f348f4573474aef8166894e4016f23be23b8ea07a58f701d3a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1903.04527",
    "kind": "arxiv",
    "version": 1
  }
}