Pith Number

pith:RN2WUNEL

pith:2022:RN2WUNELUQVPN72B6PEPTI3F4D

not attested not anchored not stored refs pending

FedAdapter: Efficient Federated Learning for Modern NLP

Dongqi Cai, Felix Xiaozhu Lin, Mengwei Xu, Shangguang Wang, Yaozong Wu

arxiv:2205.10162 v2 · 2022-05-20 · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RN2WUNELUQVPN72B6PEPTI3F4D}

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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

4 papers in Pith

Federated Co-tuning Framework for Large and Small Language Models

FedProxy: Federated Fine-Tuning of LLMs via Proxy SLMs and Heterogeneity-Aware Fusion

Beyond End-to-End: Dynamic Chain Optimization for Private LLM Adaptation on the Edge

FedSpy-LLM: Towards Scalable and Generalizable Data Reconstruction Attacks from Gradients on LLMs

Receipt and verification

First computed	2026-07-05T06:08:04.984792Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8b756a348ba42af6ff41f3c8f9a365e0e4be15356f0991915882a0dcda38d6e7

Aliases

arxiv: 2205.10162 · arxiv_version: 2205.10162v2 · doi: 10.48550/arxiv.2205.10162 · pith_short_12: RN2WUNELUQVP · pith_short_16: RN2WUNELUQVPN72B · pith_short_8: RN2WUNEL

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/RN2WUNELUQVPN72B6PEPTI3F4D \
  | 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: 8b756a348ba42af6ff41f3c8f9a365e0e4be15356f0991915882a0dcda38d6e7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2879d9b3e932f4894e7d88e99ceb11d0e22358c76e1d53e85ef8f7910a8305d5",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-20T13:10:43Z",
    "title_canon_sha256": "6522ee2ab2f365721e816e3ae95893253c3ef9afcc19a48154b34600ec0749ac"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.10162",
    "kind": "arxiv",
    "version": 2
  }
}