Pith Number

pith:F6NTNIAK

pith:2024:F6NTNIAKEMEZWBGRUUOQDRWLRT

not attested not anchored not stored refs pending

Boosting Asynchronous Decentralized Learning with Model Fragmentation

Alexis Marouani, Anne-Marie Kermarrec, Martijn de Vos, Rafael Pires, Rishi Sharma, Sayan Biswas

arxiv:2410.12918 v2 · 2024-10-16 · cs.DC · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{F6NTNIAKEMEZWBGRUUOQDRWLRT}

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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

NoLoCo: No-all-reduce Low Communication Training Method for Large Models

Receipt and verification

First computed	2026-07-05T10:08:53.907217Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2f9b36a00a23099b04d1a51d01c6cb8cc5a5c8be6c59ea4143fc094f59e1459a

Aliases

arxiv: 2410.12918 · arxiv_version: 2410.12918v2 · doi: 10.48550/arxiv.2410.12918 · pith_short_12: F6NTNIAKEMEZ · pith_short_16: F6NTNIAKEMEZWBGR · pith_short_8: F6NTNIAK

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/F6NTNIAKEMEZWBGRUUOQDRWLRT \
  | 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: 2f9b36a00a23099b04d1a51d01c6cb8cc5a5c8be6c59ea4143fc094f59e1459a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dded0d762494be9379cb33e7818da84b9c52763e3f1340d03ab1046ca47560c9",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-10-16T18:03:52Z",
    "title_canon_sha256": "00d8b2dd33fb5d9e30559af3313e6b0d7741e6363a12b7361229bca31fad096e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.12918",
    "kind": "arxiv",
    "version": 2
  }
}