Pith Number

pith:BE4XAIDE

pith:2024:BE4XAIDETK4IARJDSL4TD5YIPT

not attested not anchored not stored refs pending

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective

Bo Hui, Kai Zheng, Liwei Deng, Xinke Jiang, Xu Liu, Yuchen Fang, Yuxuan Liang, Zezhi Shao

arxiv:2412.09972 v2 · 2024-12-13 · 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{BE4XAIDETK4IARJDSL4TD5YIPT}

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	2026-07-05T09:55:35.785724Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

09397020649ab880452392f931f7087cce2c463ce6ba90be726ef5ec5f79c39a

Aliases

arxiv: 2412.09972 · arxiv_version: 2412.09972v2 · doi: 10.48550/arxiv.2412.09972 · pith_short_12: BE4XAIDETK4I · pith_short_16: BE4XAIDETK4IARJD · pith_short_8: BE4XAIDE

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/BE4XAIDETK4IARJDSL4TD5YIPT \
  | 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: 09397020649ab880452392f931f7087cce2c463ce6ba90be726ef5ec5f79c39a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dbe81d465a2b432d216e49313de298ba7855ef4c4b913da25b1da4c4386eb4ed",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-13T08:59:18Z",
    "title_canon_sha256": "3827c2a1042609ad6136732de77574e322c9ad5a47c62b6f32f54f7218ec15fe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.09972",
    "kind": "arxiv",
    "version": 2
  }
}