Pith Number

pith:3OEDGC2J

pith:2024:3OEDGC2JZPPPPYWMMNJYNIHUQ4

not attested not anchored not stored refs pending

Asynchronous Local-SGD Training for Language Modeling

Andrei A. Rusu, Arthur Douillard, Arthur Szlam, Bo Liu, Jiajun Shen, Marc'Aurelio Ranzato, Rachita Chhaparia, Satyen Kale

arxiv:2401.09135 v2 · 2024-01-17 · cs.LG · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3OEDGC2JZPPPPYWMMNJYNIHUQ4}

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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

3 papers in Pith

HeLoCo: Efficient asynchronous low-communication training under data and device heterogeneity

Rescaled Asynchronous SGD: Optimal Distributed Optimization under Data and System Heterogeneity

Cosine-Gated Adam-Decay: Drop-In Staleness-Aware Outer Optimization for Decoupled DiLoCo

Receipt and verification

First computed	2026-07-05T09:10:30.024408Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

db88330b49cbdef7e2cc635386a0f48733a2db353efa3c860306f6e49771f563

Aliases

arxiv: 2401.09135 · arxiv_version: 2401.09135v2 · doi: 10.48550/arxiv.2401.09135 · pith_short_12: 3OEDGC2JZPPP · pith_short_16: 3OEDGC2JZPPPPYWM · pith_short_8: 3OEDGC2J

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/3OEDGC2JZPPPPYWMMNJYNIHUQ4 \
  | 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: db88330b49cbdef7e2cc635386a0f48733a2db353efa3c860306f6e49771f563

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1e9ba45fe3f6da4e828a06d51154cbe6c91617da31d25c2833e567f1546bf691",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-17T11:17:04Z",
    "title_canon_sha256": "9b8250bbc58470474cd0b5405fa715a7830474d31afa09cf2b810efe350cbb22"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.09135",
    "kind": "arxiv",
    "version": 2
  }
}