Pith Number

pith:7IXVBE2S

pith:2024:7IXVBE2SX2MR7CAPBHSIYVPIGS

not attested not anchored not stored refs pending

Federated LoRA with Sparse Communication

Arian Raje, Kevin Kuo, Kousik Rajesh, Virginia Smith

arxiv:2406.05233 v1 · 2024-06-07 · cs.LG · 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{7IXVBE2SX2MR7CAPBHSIYVPIGS}

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

3 papers in Pith

AlignFed: Alignment-Aware Asynchronous Federated Fine-Tuning for Large Language Models in Heterogeneous Edge Environments

Adaptive Selection of LoRA Components in Privacy-Preserving Federated Learning

Self-Play Enhancement via Advantage-Weighted Refinement in Online Federated LLM Fine-Tuning with Real-Time Feedback

Receipt and verification

First computed	2026-07-05T08:29:29.242827Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fa2f509352be991f880f09e48c55e834800f9dd224702c227dd49f3863ee2082

Aliases

arxiv: 2406.05233 · arxiv_version: 2406.05233v1 · doi: 10.48550/arxiv.2406.05233 · pith_short_12: 7IXVBE2SX2MR · pith_short_16: 7IXVBE2SX2MR7CAP · pith_short_8: 7IXVBE2S

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/7IXVBE2SX2MR7CAPBHSIYVPIGS \
  | 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: fa2f509352be991f880f09e48c55e834800f9dd224702c227dd49f3863ee2082

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d39ce9772ec8140b62b5ba11d62ec18f595d4cf6eb24f35a2ad4523cea798c06",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-07T19:42:05Z",
    "title_canon_sha256": "3e482a2bd4dcec18164c80f116ba6e20afa9d7513afa7a6749f15f6cb0e8244c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.05233",
    "kind": "arxiv",
    "version": 1
  }
}