Pith Number

pith:PJDGEETL

pith:2019:PJDGEETLIZVFE22EEW7Y6DV7XY

not attested not anchored not stored refs pending

Parallelizing Training of Deep Generative Models on Massive Scientific Datasets

Brian Spears, Brian Van Essen, David Hysom, Jae-Seung Yeom, Jayaraman J. Thiagaranjan, Jim Gaffney, Luc Peterson, Peer-Timo Bremer, Peter Robinson, Rushil Anirudh, Sam Ade Jacobs, Shusen Liu, Tim Moon, Tom Benson

arxiv:1910.02270 v1 · 2019-10-05 · cs.DC · cs.LG · hep-ex · physics.comp-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PJDGEETLIZVFE22EEW7Y6DV7XY}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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.

Receipt and verification

First computed	2026-07-05T00:10:06.747259Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7a4662126b466a526b4425bf8f0ebfbe0bfd2a7229bdc5a051fb5ee04f6d0d25

Aliases

arxiv: 1910.02270 · arxiv_version: 1910.02270v1 · doi: 10.48550/arxiv.1910.02270 · pith_short_12: PJDGEETLIZVF · pith_short_16: PJDGEETLIZVFE22E · pith_short_8: PJDGEETL

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/PJDGEETLIZVFE22EEW7Y6DV7XY \
  | 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: 7a4662126b466a526b4425bf8f0ebfbe0bfd2a7229bdc5a051fb5ee04f6d0d25

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "399273987bf4c1194ef574264cd991240bf12c934d0c921ffbdf40a81f2516ad",
    "cross_cats_sorted": [
      "cs.LG",
      "hep-ex",
      "physics.comp-ph"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2019-10-05T13:39:07Z",
    "title_canon_sha256": "4db98ba335f19996268157c87294fd4db85c95ae3f00e9428c32297ee3fa3ff8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.02270",
    "kind": "arxiv",
    "version": 1
  }
}