Pith Number

pith:GKZKDFSH

pith:2024:GKZKDFSH57RRPVZM5KHCRFUCHG

not attested not anchored not stored refs pending

ATOM: Asynchronous Training of Massive Models for Deep Learning in a Decentralized Environment

Jia Rao, Wei Chen, Xiaofeng Wu

arxiv:2403.10504 v1 · 2024-03-15 · cs.DC · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GKZKDFSH57RRPVZM5KHCRFUCHG}

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.

Cited by

1 paper in Pith

HARP: Orchestrating Automated Parallel Training on Heterogeneous GPU Clusters

Receipt and verification

First computed	2026-07-05T07:56:42.436357Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

32b2a19647efe317d72cea8e289682399f89af6d4e86084e9ea72af7054b5d4b

Aliases

arxiv: 2403.10504 · arxiv_version: 2403.10504v1 · doi: 10.48550/arxiv.2403.10504 · pith_short_12: GKZKDFSH57RR · pith_short_16: GKZKDFSH57RRPVZM · pith_short_8: GKZKDFSH

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/GKZKDFSH57RRPVZM5KHCRFUCHG \
  | 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: 32b2a19647efe317d72cea8e289682399f89af6d4e86084e9ea72af7054b5d4b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e84a9dd1c4f76c7999b15cd07a765893419af61d397e4cb1c072aec14ee74b0f",
    "cross_cats_sorted": [
      "cs.SE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-03-15T17:43:43Z",
    "title_canon_sha256": "a3364aaa8e3446b8b15e4c4eeb8fe7a2e01faf43911d90a2294c3b3bde6bccce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.10504",
    "kind": "arxiv",
    "version": 1
  }
}