Pith Number

pith:KWF3GQRE

pith:2023:KWF3GQREPR6MAMIQ2DDI4QKJAX

not attested not anchored not stored refs pending

PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction

Chengkai Han, Jiawei Jiang, Jingyuan Wang, Wayne Xin Zhao

arxiv:2301.07945 v3 · 2023-01-19 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KWF3GQREPR6MAMIQ2DDI4QKJAX}

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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.

Cited by

1 paper in Pith

APS-LSTM: Exploiting Multi-Periodicity and Diverse Spatial Dependencies for Flood Forecasting

Receipt and verification

First computed	2026-07-05T07:53:06.780034Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

558bb342247c7cc03110d0c68e414905e38befde30ea999144204c9b60f91e43

Aliases

arxiv: 2301.07945 · arxiv_version: 2301.07945v3 · doi: 10.48550/arxiv.2301.07945 · pith_short_12: KWF3GQREPR6M · pith_short_16: KWF3GQREPR6MAMIQ · pith_short_8: KWF3GQRE

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/KWF3GQREPR6MAMIQ2DDI4QKJAX \
  | 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: 558bb342247c7cc03110d0c68e414905e38befde30ea999144204c9b60f91e43

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "903bdb15f26f4be36cbb39b0a781f84641f3c55403c85c2b0fa0b1e71a5bc0ff",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-19T08:42:40Z",
    "title_canon_sha256": "2d05a6b56130c12d6090c6a783f6c59d94c6bf0db58c7be44e3b227179373115"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.07945",
    "kind": "arxiv",
    "version": 3
  }
}