Pith Number

pith:AD6D5UVC

pith:2022:AD6D5UVC6TJNMTI5G7HIQ4MLZU

not attested not anchored not stored refs pending

Graph Data Augmentation for Graph Machine Learning: A Survey

Gang Liu, Meng Jiang, Neil Shah, Stephan G\"unnemann, Tong Zhao, Wei Jin, Yingheng Wang, Yozen Liu

arxiv:2202.08871 v2 · 2022-02-17 · cs.LG

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\usepackage{pith}
\pithnumber{AD6D5UVC6TJNMTI5G7HIQ4MLZU}

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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

5 papers in Pith

Data Augmentation: A Fourier Analysis Perspective

An Information Theoretic Framework for Graph Novelty Generation via Latent Mixture Modeling

Graph Reduction in Multirelational Networks: A Spreading-Oriented Reduction Benchmark

AEGIS: Authentic Edge Growth In Sparsity for Link Prediction in Edge-Sparse Bipartite Knowledge Graphs

Target-Aware Data Augmentation for SAT Prediction

Receipt and verification

First computed	2026-07-05T05:34:14.559760Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

00fc3ed2a2f4d2d64d1d37ce88718bcd3ed7ca63b3ed07982c9f5b6b265be110

Aliases

arxiv: 2202.08871 · arxiv_version: 2202.08871v2 · doi: 10.48550/arxiv.2202.08871 · pith_short_12: AD6D5UVC6TJN · pith_short_16: AD6D5UVC6TJNMTI5 · pith_short_8: AD6D5UVC

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/AD6D5UVC6TJNMTI5G7HIQ4MLZU \
  | 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: 00fc3ed2a2f4d2d64d1d37ce88718bcd3ed7ca63b3ed07982c9f5b6b265be110

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "92e1cc4ba8665a8a5be570d54aa6b6aebdb67ef2cf5c7f74a5c658e76ab4ebb5",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-17T19:14:17Z",
    "title_canon_sha256": "eaa56ba1a9f4cd8a28e379e3c9e463f06d7a1757b7bb41a00f95e005f36f99f4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.08871",
    "kind": "arxiv",
    "version": 2
  }
}