pith. sign in
Pith Number

pith:3BKQOW5Q

pith:2024:3BKQOW5Q4G2N4U6R2CZROI4VLW
not attested not anchored not stored refs pending

Towards Multi-agent Reinforcement Learning based Traffic Signal Control through Spatio-temporal Hypergraphs

Kang Wang, Tiehua Zhang, Zhen Lei, Zhishu Shen

arxiv:2404.11014 v2 · 2024-04-17 · cs.MA · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{3BKQOW5Q4G2N4U6R2CZROI4VLW}

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 2026-07-05T10:43:35.495354Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d855075bb0e1b4de53d1d0b31723955d803faab1fde3e9aafb8cd822288c8fc9

Aliases

arxiv: 2404.11014 · arxiv_version: 2404.11014v2 · doi: 10.48550/arxiv.2404.11014 · pith_short_12: 3BKQOW5Q4G2N · pith_short_16: 3BKQOW5Q4G2N4U6R · pith_short_8: 3BKQOW5Q
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/3BKQOW5Q4G2N4U6R2CZROI4VLW \
  | 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: d855075bb0e1b4de53d1d0b31723955d803faab1fde3e9aafb8cd822288c8fc9
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "4567874998c7cadb30642853b6ffcf89d9846210398efb4e32b09a3643ca4c33",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2024-04-17T02:46:18Z",
    "title_canon_sha256": "67a70a5074d822e783bf133a4276e5741c1dc3f2e2027140b5745934bd5e559d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.11014",
    "kind": "arxiv",
    "version": 2
  }
}