Pith Number

pith:LMV5GEPO

pith:2022:LMV5GEPOIXOLHMKKPU35JIRDUU

not attested not anchored not stored refs pending

Maximizing Communication Efficiency for Large-scale Training via 0/1 Adam

Christopher De Sa, Conglong Li, Minjia Zhang, Yucheng Lu, Yuxiong He

arxiv:2202.06009 v3 · 2022-02-12 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LMV5GEPOIXOLHMKKPU35JIRDUU}

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

FinLoRA: Finetuning Quantized Financial Large Language Models Using Low-Rank Adaptation

Receipt and verification

First computed	2026-07-05T04:25:15.763498Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5b2bd311ee45dcb3b14a7d37d4a223a52ed2fde93d57e5b3f32d3a67b0c47613

Aliases

arxiv: 2202.06009 · arxiv_version: 2202.06009v3 · doi: 10.48550/arxiv.2202.06009 · pith_short_12: LMV5GEPOIXOL · pith_short_16: LMV5GEPOIXOLHMKK · pith_short_8: LMV5GEPO

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/LMV5GEPOIXOLHMKKPU35JIRDUU \
  | 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: 5b2bd311ee45dcb3b14a7d37d4a223a52ed2fde93d57e5b3f32d3a67b0c47613

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9a4dec9a2fe8110009a98c4bdfc82712bc85c6f84045f73788f8a557c206e227",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-12T08:02:23Z",
    "title_canon_sha256": "380ccf930d7891ffcff9fbf295a231b7921128a74ada1e7c172d54587b178b3b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.06009",
    "kind": "arxiv",
    "version": 3
  }
}