Pith Number

pith:EPWBE4FU

pith:2023:EPWBE4FU3KC3WOJK3GAJU43AG2

not attested not anchored not stored refs pending

FederatedScope-LLM: A Comprehensive Package for Fine-tuning Large Language Models in Federated Learning

Bingchen Qian, Bolin Ding, Daoyuan Chen, Dawei Gao, Jingren Zhou, Weirui Kuang, Xuchen Pan, Yaliang Li, Yuexiang Xie, Zitao Li

arxiv:2309.00363 v1 · 2023-09-01 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EPWBE4FU3KC3WOJK3GAJU43AG2}

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

SoK: The Privacy Paradox of Large Language Models: Advancements, Privacy Risks, and Mitigation

Receipt and verification

First computed	2026-07-05T06:46:56.049664Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

23ec1270b4da85bb392ad9809a736036907f48afad7bc3fe5ec957e7f530f132

Aliases

arxiv: 2309.00363 · arxiv_version: 2309.00363v1 · doi: 10.48550/arxiv.2309.00363 · pith_short_12: EPWBE4FU3KC3 · pith_short_16: EPWBE4FU3KC3WOJK · pith_short_8: EPWBE4FU

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/EPWBE4FU3KC3WOJK3GAJU43AG2 \
  | 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: 23ec1270b4da85bb392ad9809a736036907f48afad7bc3fe5ec957e7f530f132

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b6346f78aae0ac2a319396b2ea1f47eff93811ac402371ebdf0269d7d966bdae",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-01T09:40:36Z",
    "title_canon_sha256": "d93ba2bd73dbf89d47a74998ac85ea9a0157d775160e951b120122aaf3956585"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.00363",
    "kind": "arxiv",
    "version": 1
  }
}