Pith Number

pith:HSDODPZU

pith:2019:HSDODPZUBCDTPDI4KNL4PJ3A2V

not attested not anchored not stored refs pending

Dynamic Stale Synchronous Parallel Distributed Training for Deep Learning

Aijun An, Bao Xin Chen, Junfeng Liu, Xing Zhao

arxiv:1908.11848 v1 · 2019-08-16 · cs.DC · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HSDODPZUBCDTPDI4KNL4PJ3A2V}

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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

A Readiness-Driven Runtime for Pipeline-Parallel Training under Runtime Variability

Receipt and verification

First computed	2026-07-05T00:01:04.551748Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3c86e1bf340887378d1c5357c7a760d54c118d548cd533299de560c5176033d9

Aliases

arxiv: 1908.11848 · arxiv_version: 1908.11848v1 · doi: 10.48550/arxiv.1908.11848 · pith_short_12: HSDODPZUBCDT · pith_short_16: HSDODPZUBCDTPDI4 · pith_short_8: HSDODPZU

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/HSDODPZUBCDTPDI4KNL4PJ3A2V \
  | 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: 3c86e1bf340887378d1c5357c7a760d54c118d548cd533299de560c5176033d9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "61a8edbc00de45a27d7a6e17a8c0f90bb9f3c7dfc4cd81535d8b9c73a4b7fe04",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2019-08-16T23:03:45Z",
    "title_canon_sha256": "bbff3fcd579b668b19bd98f4f5591208916a53335f21f4bd48f25fd7073a1771"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1908.11848",
    "kind": "arxiv",
    "version": 1
  }
}