Pith Number

pith:EVDXDRGX

pith:2025:EVDXDRGX2MG7ZV7GDYADD54Y6C

not attested not anchored not stored refs pending

Communication-Efficient Language Model Training Scales Reliably and Robustly: Scaling Laws for DiLoCo

Arthur Douillard, Arthur Szlam, Gabriel Teston, Keith Rush, Lucio Dery, Nova Fallen, Zachary Charles, Zachary Garrett

arxiv:2503.09799 v1 · 2025-03-12 · cs.LG · cs.CL · cs.DC

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EVDXDRGX2MG7ZV7GDYADD54Y6C}

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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

Echelon: Auditable Aggregate-Only Language-Model Adaptation Across Privacy Boundaries

Does Distributed Training Undermine Compute Governance?

Outer-Momentum Restarting in High-Dimensional Two-Phase Optimization

Receipt and verification

First computed	2026-07-05T10:30:08.666010Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

254771c4d7d30dfcd7e61e0031f798f08f42f6da791a677f2c96826b7bd54449

Aliases

arxiv: 2503.09799 · arxiv_version: 2503.09799v1 · doi: 10.48550/arxiv.2503.09799 · pith_short_12: EVDXDRGX2MG7 · pith_short_16: EVDXDRGX2MG7ZV7G · pith_short_8: EVDXDRGX

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/EVDXDRGX2MG7ZV7GDYADD54Y6C \
  | 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: 254771c4d7d30dfcd7e61e0031f798f08f42f6da791a677f2c96826b7bd54449

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b3830c4a7668feaa45c2d88519c8fec4321cda1a1adf5243eb9dab7681308be6",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-12T20:04:38Z",
    "title_canon_sha256": "ae3d4af5f0d0a479e820d2076c378e91e0246a6bc83e2fcc16def0d4567e33a3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.09799",
    "kind": "arxiv",
    "version": 1
  }
}