Pith Number

pith:NPY53EWT

pith:2019:NPY53EWT4W4HAQOG7ZY5AOPF76

not attested not anchored not stored refs pending

Layer-Dependent Importance Sampling for Training Deep and Large Graph Convolutional Networks

Difan Zou, Quanquan Gu, Song Jiang, Yewen Wang, Yizhou Sun, Ziniu Hu

arxiv:1911.07323 v1 · 2019-11-17 · cs.LG · cs.SI · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NPY53EWT4W4HAQOG7ZY5AOPF76}

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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

Communication-free Sampling and 4D Hybrid Parallelism for Scalable Mini-batch GNN Training

Receipt and verification

First computed	2026-07-05T00:19:45.501977Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6bf1dd92d3e5b87041c6fe71d039e5ffa67cc34c10663b7c35d1dc6229bc6cd4

Aliases

arxiv: 1911.07323 · arxiv_version: 1911.07323v1 · doi: 10.48550/arxiv.1911.07323 · pith_short_12: NPY53EWT4W4H · pith_short_16: NPY53EWT4W4HAQOG · pith_short_8: NPY53EWT

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/NPY53EWT4W4HAQOG7ZY5AOPF76 \
  | 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: 6bf1dd92d3e5b87041c6fe71d039e5ffa67cc34c10663b7c35d1dc6229bc6cd4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6e20a40c1f0749e55b036434f915374d4464bf5376fde846e4076a2e6b0066f6",
    "cross_cats_sorted": [
      "cs.SI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-11-17T19:40:10Z",
    "title_canon_sha256": "f5c6bbf91c21f4ef138433a86aec2c98b6456a760c4b6c495a2864db8c8c9983"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1911.07323",
    "kind": "arxiv",
    "version": 1
  }
}