Pith Number

pith:YAHEHVX2

pith:2024:YAHEHVX2C2FPCZXBB4ZB5TB3NL

not attested not anchored not stored refs pending

OpenFedLLM: Training Large Language Models on Decentralized Private Data via Federated Learning

Dihan Li, Jingyi Chai, Rui Ye, Siheng Chen, Wenhao Wang, Yanfeng Wang, Yaxin Du, Yinda Xu, Zexi Li

arxiv:2402.06954 v1 · 2024-02-10 · cs.LG · cs.CL · cs.DC · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YAHEHVX2C2FPCZXBB4ZB5TB3NL}

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

Amortizing Federated Adaptation: Hypernetwork Driven LoRA for Personalized Foundation Models

Echelon: Auditable Aggregate-Only Language-Model Adaptation Across Privacy Boundaries

PI-TTA: Physics-Informed Source-Free Test-Time Adaptation for Robust Human Activity Recognition on Mobile Devices

Receipt and verification

First computed	2026-07-05T07:43:40.958114Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c00e43d6fa168af166e10f321ecc3b6ac532298d580e530d4a2bd20ff62ea89a

Aliases

arxiv: 2402.06954 · arxiv_version: 2402.06954v1 · doi: 10.48550/arxiv.2402.06954 · pith_short_12: YAHEHVX2C2FP · pith_short_16: YAHEHVX2C2FPCZXB · pith_short_8: YAHEHVX2

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/YAHEHVX2C2FPCZXBB4ZB5TB3NL \
  | 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: c00e43d6fa168af166e10f321ecc3b6ac532298d580e530d4a2bd20ff62ea89a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c7f3c10452744938b764528ea61c65d251ac5e9f31b602443bea7f000f0536ef",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.DC",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-10T13:50:11Z",
    "title_canon_sha256": "3b7e4265d5490ff8c0ae38a8dee05455fb845a94cbd81a8e264e226066c75971"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.06954",
    "kind": "arxiv",
    "version": 1
  }
}