Pith Number

pith:ZHIF3JYG

pith:2024:ZHIF3JYGMH2VPP22KPNZ2L2BM2

not attested not anchored not stored refs pending

STAHGNet: Modeling Hybrid-grained Heterogenous Dependency Efficiently for Traffic Prediction

Dengbo He, Jiyao Wang, Lei Chen, Yijia Zhang, Zehua Peng

arxiv:2412.17524 v1 · 2024-12-23 · 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{ZHIF3JYGMH2VPP22KPNZ2L2BM2}

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	2026-07-05T09:53:23.670340Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c9d05da70661f557bf5a53db9d2f416694fd91baa08642be48b462596080bc09

Aliases

arxiv: 2412.17524 · arxiv_version: 2412.17524v1 · doi: 10.48550/arxiv.2412.17524 · pith_short_12: ZHIF3JYGMH2V · pith_short_16: ZHIF3JYGMH2VPP22 · pith_short_8: ZHIF3JYG

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/ZHIF3JYGMH2VPP22KPNZ2L2BM2 \
  | 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: c9d05da70661f557bf5a53db9d2f416694fd91baa08642be48b462596080bc09

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "50787beddeecfe01f24bdf64f93bcef65268decade708ecac49a83722f3f78fa",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-12-23T12:48:10Z",
    "title_canon_sha256": "ae02e4861001e43383b3e8e9c40bf0b881137caacf230a292b68109b22f9185d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.17524",
    "kind": "arxiv",
    "version": 1
  }
}