Pith Number

pith:WXIZJYRI

pith:2023:WXIZJYRI3AFHM5YVYMZWF5GSJB

not attested not anchored not stored refs pending

Low-Parameter Federated Learning with Large Language Models

Chenyou Fan, Jingang Jiang, Xiangyang Liu

arxiv:2307.13896 v1 · 2023-07-26 · 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{WXIZJYRI3AFHM5YVYMZWF5GSJB}

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

A New Pathway to Integrated Learning and Communication (ILAC): Large AI Model and Hyperdimensional Computing for Communication

Receipt and verification

First computed	2026-07-05T06:34:54.715120Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b5d194e228d80a767715c33362f4d2487f3ba6edc79d6a29d78a73cf7b01ee59

Aliases

arxiv: 2307.13896 · arxiv_version: 2307.13896v1 · doi: 10.48550/arxiv.2307.13896 · pith_short_12: WXIZJYRI3AFH · pith_short_16: WXIZJYRI3AFHM5YV · pith_short_8: WXIZJYRI

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/WXIZJYRI3AFHM5YVYMZWF5GSJB \
  | 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: b5d194e228d80a767715c33362f4d2487f3ba6edc79d6a29d78a73cf7b01ee59

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2b5a5cc808f84578a43f0ab627ebc386c79a503e04d5ab985e42857832c05d0a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2023-07-26T01:44:02Z",
    "title_canon_sha256": "8f71be4c4c0c76f7a03a5d25e227f08fac39c69f7cf8ea7931134ad04c314f28"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.13896",
    "kind": "arxiv",
    "version": 1
  }
}