Pith Number

pith:66HDDKKB

pith:2023:66HDDKKB46PBS3H2HTR6L6GKH5

not attested not anchored not stored refs pending

GNNPipe: Scaling Deep GNN Training with Pipelined Model Parallelism

Jingji Chen, Xuehai Qian, Zhuoming Chen

arxiv:2308.10087 v2 · 2023-08-19 · cs.DC · 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{66HDDKKB46PBS3H2HTR6L6GKH5}

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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	2026-07-05T06:53:43.662461Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f78e31a941e79e196cfa3ce3e5f8ca3f7494e57ce08404c2ca08a85528fe879c

Aliases

arxiv: 2308.10087 · arxiv_version: 2308.10087v2 · doi: 10.48550/arxiv.2308.10087 · pith_short_12: 66HDDKKB46PB · pith_short_16: 66HDDKKB46PBS3H2 · pith_short_8: 66HDDKKB

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/66HDDKKB46PBS3H2HTR6L6GKH5 \
  | 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: f78e31a941e79e196cfa3ce3e5f8ca3f7494e57ce08404c2ca08a85528fe879c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a94e5b99f419565c0e8185cd7321697083a83689ee024bfc37f9c706d1713c5e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2023-08-19T18:44:14Z",
    "title_canon_sha256": "f19c3312d69219b66d3375a512fbca0eb3476d3567a22cfd782901c6efe01fd5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.10087",
    "kind": "arxiv",
    "version": 2
  }
}