Pith Number

pith:OZNB44GR

pith:2023:OZNB44GR7XTHWZYDWJOO4R6PJ2

not attested not anchored not stored refs pending

GATGPT: A Pre-trained Large Language Model with Graph Attention Network for Spatiotemporal Imputation

Guandong Xu, Xianzhi Wang, Yakun Chen

arxiv:2311.14332 v1 · 2023-11-24 · cs.LG · stat.ML

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

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\usepackage{pith}
\pithnumber{OZNB44GR7XTHWZYDWJOO4R6PJ2}

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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

2 papers in Pith

Vision-LLMs for Spatiotemporal Traffic Forecasting

U-STS-LLM A Unified Spatio-Temporal Steered Large Language Model for Traffic Prediction and Imputation

Receipt and verification

First computed	2026-07-05T07:16:16.550005Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

765a1e70d1fde67b6703b25cee47cf4e9d223d86640e0f58b7c156ba628559ad

Aliases

arxiv: 2311.14332 · arxiv_version: 2311.14332v1 · doi: 10.48550/arxiv.2311.14332 · pith_short_12: OZNB44GR7XTH · pith_short_16: OZNB44GR7XTHWZYD · pith_short_8: OZNB44GR

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/OZNB44GR7XTHWZYDWJOO4R6PJ2 \
  | 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: 765a1e70d1fde67b6703b25cee47cf4e9d223d86640e0f58b7c156ba628559ad

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "67da25155be852f11c10aff28d692e74174c1d94c8729850c0140e93022d92cc",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-24T08:15:11Z",
    "title_canon_sha256": "25e09e7d7c99a659bcb7feab0b07559b318a7c9a6757bcd3ebc17879296f2843"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.14332",
    "kind": "arxiv",
    "version": 1
  }
}