Pith Number

pith:F6OIIVVR

pith:2023:F6OIIVVR6KC2AFTKS2FA6YWPKK

not attested not anchored not stored refs pending

Towards Building the Federated GPT: Federated Instruction Tuning

Chunyuan Li, Guoyin Wang, Jianyi Zhang, Martin Kuo, Ruiyi Zhang, Saeed Vahidian, Tong Yu, Yiran Chen, Yufan Zhou

arxiv:2305.05644 v2 · 2023-05-09 · cs.CL · cs.DC · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{F6OIIVVR6KC2AFTKS2FA6YWPKK}

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

EdgeFlowerTune: Evaluating Federated LLM Fine-Tuning Under Realistic Edge System Constraints

FedDetox: Robust Federated SLM Alignment via On-Device Data Sanitization

FedAttr: Towards Privacy-preserving Client-Level Attribution in Federated LLM Fine-tuning

Receipt and verification

First computed	2026-07-05T07:38:27.529256Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2f9c8456b1f285a0166a968a0f62cf52aa49d5034fd7d46e1d5608a77cb5edaf

Aliases

arxiv: 2305.05644 · arxiv_version: 2305.05644v2 · doi: 10.48550/arxiv.2305.05644 · pith_short_12: F6OIIVVR6KC2 · pith_short_16: F6OIIVVR6KC2AFTK · pith_short_8: F6OIIVVR

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/F6OIIVVR6KC2AFTKS2FA6YWPKK \
  | 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: 2f9c8456b1f285a0166a968a0f62cf52aa49d5034fd7d46e1d5608a77cb5edaf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5b1dc51a21b07c2a8cf3d7296a7556d742d8ecd2834552793c32a229ca6dbf20",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-05-09T17:42:34Z",
    "title_canon_sha256": "f19a16c481ae68f74771167a42dca9573a0e6992451eafed94bab3f4dbb7ac06"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.05644",
    "kind": "arxiv",
    "version": 2
  }
}