Pith Number

pith:MDLWYEOZ

pith:2024:MDLWYEOZDXMJDEWAXVQWS3YOI7

not attested not anchored not stored refs pending

Hybrid Transformer and Spatial-Temporal Self-Supervised Learning for Long-term Traffic Prediction

Baichao Long, Doudou Zhang, Jianli Xiao, Wang Zhu

arxiv:2401.16453 v1 · 2024-01-29 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MDLWYEOZDXMJDEWAXVQWS3YOI7}

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	2026-07-05T07:38:55.312123Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

60d76c11d91dd89192c0bd61696f0e47e4f52ad7246c374fec028e640951886e

Aliases

arxiv: 2401.16453 · arxiv_version: 2401.16453v1 · doi: 10.48550/arxiv.2401.16453 · pith_short_12: MDLWYEOZDXMJ · pith_short_16: MDLWYEOZDXMJDEWA · pith_short_8: MDLWYEOZ

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/MDLWYEOZDXMJDEWAXVQWS3YOI7 \
  | 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: 60d76c11d91dd89192c0bd61696f0e47e4f52ad7246c374fec028e640951886e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fe45989831bab74791fc9ad691dddc367e8daa135272cc543076cee272134546",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-29T06:17:23Z",
    "title_canon_sha256": "bbd7fa10c97b662ea902fd001b25cb943d32d1cdde8abaabe369b0603233b2c2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.16453",
    "kind": "arxiv",
    "version": 1
  }
}