Pith Number

pith:7MDGF4CF

pith:2024:7MDGF4CFP3MJVD7KGO4LNWDY56

not attested not anchored not stored refs pending

Towards Federated Low-Rank Adaptation of Language Models with Rank Heterogeneity

Jaeho Lee, Yuji Byun

arxiv:2406.17477 v3 · 2024-06-25 · cs.DC · 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{7MDGF4CFP3MJVD7KGO4LNWDY56}

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

Federated Sketching LoRA: A Flexible Framework for Heterogeneous Collaborative Fine-Tuning of LLMs

Receipt and verification

First computed	2026-07-05T10:14:42.366290Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fb0662f0457ed89a8fea33b8b6d878efb35d39c42b8a7bbab5c3e604b8d5735d

Aliases

arxiv: 2406.17477 · arxiv_version: 2406.17477v3 · doi: 10.48550/arxiv.2406.17477 · pith_short_12: 7MDGF4CFP3MJ · pith_short_16: 7MDGF4CFP3MJVD7K · pith_short_8: 7MDGF4CF

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/7MDGF4CFP3MJVD7KGO4LNWDY56 \
  | 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: fb0662f0457ed89a8fea33b8b6d878efb35d39c42b8a7bbab5c3e604b8d5735d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "61c8c60cc3696dd8e0904d99ac715b20d6b2c2d418b02b8f14bc9e4cfbef3826",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-06-25T11:49:33Z",
    "title_canon_sha256": "e82bc97c7c654b393267b642eb6e0642b39ec0eff2d0541917eddc9c8a03b31a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.17477",
    "kind": "arxiv",
    "version": 3
  }
}