Pith Number

pith:IA2VIAEA

pith:2023:IA2VIAEATZCMEXBGXX5R6BU4RF

not attested not anchored not stored refs pending

A Survey on Graph Neural Networks for Time Series: Forecasting, Classification, Imputation, and Anomaly Detection

Cesare Alippi, Daniele Zambon, Geoffrey I. Webb, Huan Yee Koh, Irwin King, Ming Jin, Qingsong Wen, Shirui Pan

arxiv:2307.03759 v3 · 2023-07-07 · 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{IA2VIAEATZCMEXBGXX5R6BU4RF}

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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

4 papers in Pith

GeoGNN: Time Series Geo-Localization using Two-Tower Graph Neural Networks

Universal Time-Series Representation Learning: A Survey

Deep Time Series Models: A Comprehensive Survey and Benchmark

Time-LLM: Time Series Forecasting by Reprogramming Large Language Models

Receipt and verification

First computed	2026-07-05T08:53:36.889904Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

40355400809e44c25c26bdfb1f069c896f0f97d29fb7c554b36be2ec228b84a1

Aliases

arxiv: 2307.03759 · arxiv_version: 2307.03759v3 · doi: 10.48550/arxiv.2307.03759 · pith_short_12: IA2VIAEATZCM · pith_short_16: IA2VIAEATZCMEXBG · pith_short_8: IA2VIAEA

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/IA2VIAEATZCMEXBGXX5R6BU4RF \
  | 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: 40355400809e44c25c26bdfb1f069c896f0f97d29fb7c554b36be2ec228b84a1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "745d4a852d9f6cba33c253b210851138dd749f28ab50704308a36c3b5227bbc7",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-07T08:05:03Z",
    "title_canon_sha256": "2136abcec0a2f55f2ffac1da0e637c0f7b37eeaffbbe40fb052417a8a1b7de6d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.03759",
    "kind": "arxiv",
    "version": 3
  }
}