Pith. sign in
Pith Number

pith:RVGXQER3

pith:2024:RVGXQER3DGZE4W2QUBIWSVZUBM
not attested not anchored not stored refs pending

X-Light: Cross-City Traffic Signal Control Using Transformer on Transformer as Meta Multi-Agent Reinforcement Learner

Hangyu Mao, Haoyuan Jiang, Hua Wei, Jiaming Lu, Jingqing Ruan, Rui Zhao, Xuantang Xiong, Ziyue Li

arxiv:2404.12090 v3 · 2024-04-18 · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{RVGXQER3DGZE4W2QUBIWSVZUBM}

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 2026-07-05T08:32:39.561572Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

8d4d78123b19b24e5b50a0516957340b199f8dd6b08111444e1661830a398ddf

Aliases

arxiv: 2404.12090 · arxiv_version: 2404.12090v3 · doi: 10.48550/arxiv.2404.12090 · pith_short_12: RVGXQER3DGZE · pith_short_16: RVGXQER3DGZE4W2Q · pith_short_8: RVGXQER3
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/RVGXQER3DGZE4W2QUBIWSVZUBM \
  | 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: 8d4d78123b19b24e5b50a0516957340b199f8dd6b08111444e1661830a398ddf
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "adeeb26a2cfd56df9988d2e36ba687181d2a9edf329cfa79df139ff2040e7909",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-04-18T11:17:58Z",
    "title_canon_sha256": "7fb49a2baf21bfef0bca946d0eada65f1c6d634be3bf009913892a7d8cf9090a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.12090",
    "kind": "arxiv",
    "version": 3
  }
}