Pith Number

pith:TSNLFWCV

pith:2024:TSNLFWCVSZMZJ54VYZYG5ETMCE

not attested not anchored not stored refs pending

Towards Robust and Efficient Federated Low-Rank Adaptation with Heterogeneous Clients

Jabin Koo, Jungseul Ok, Minwoo Jang

arxiv:2410.22815 v2 · 2024-10-30 · cs.LG · cs.AI · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TSNLFWCVSZMZJ54VYZYG5ETMCE}

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

Convergence Analysis of Aggregation-Broadcast in LoRA-enabled Distributed Fine-Tuning

Receipt and verification

First computed	2026-07-05T11:12:21.778357Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9c9ab2d855965994f795c6706e926c111cde9869f5e2013c5d6a08d3b2672556

Aliases

arxiv: 2410.22815 · arxiv_version: 2410.22815v2 · doi: 10.48550/arxiv.2410.22815 · pith_short_12: TSNLFWCVSZMZ · pith_short_16: TSNLFWCVSZMZJ54V · pith_short_8: TSNLFWCV

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/TSNLFWCVSZMZJ54VYZYG5ETMCE \
  | 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: 9c9ab2d855965994f795c6706e926c111cde9869f5e2013c5d6a08d3b2672556

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5a2e7fd35d8ffba91166cb8142dc8cba1af953defe6d1fe18657a9ffa1684c06",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-30T08:48:21Z",
    "title_canon_sha256": "f6e08500df60944c217d04af535e9020080161f3e23d8d9062a458c5745cce37"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.22815",
    "kind": "arxiv",
    "version": 2
  }
}