Pith Number

pith:QRKBPSLX

pith:2023:QRKBPSLX6VR72DAQSSQHCIFNOA

not attested not anchored not stored refs pending

PFLlib: A Beginner-Friendly and Comprehensive Personalized Federated Learning Library and Benchmark

Hao Wang, Jian Cao, Jianqing Zhang, Ruhui Ma, Tao Song, Yang Hua, Yang Liu, Zhengui Xue

arxiv:2312.04992 v2 · 2023-12-08 · cs.LG · 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{QRKBPSLX6VR72DAQSSQHCIFNOA}

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

FML-bench: A Controlled Study of AI Research Agent Strategies from the Perspective of Search Dynamics

AFL: A Single-Round Analytic Approach for Federated Learning with Pre-trained Models

FML-bench: A Controlled Study of AI Research Agent Strategies from the Perspective of Search Dynamics

Receipt and verification

First computed	2026-07-05T10:20:35.092125Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

845417c977f563fd0c1094a07120ad7037f400fb5f92f8f3160bb1d08c173070

Aliases

arxiv: 2312.04992 · arxiv_version: 2312.04992v2 · doi: 10.48550/arxiv.2312.04992 · pith_short_12: QRKBPSLX6VR7 · pith_short_16: QRKBPSLX6VR72DAQ · pith_short_8: QRKBPSLX

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/QRKBPSLX6VR72DAQSSQHCIFNOA \
  | 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: 845417c977f563fd0c1094a07120ad7037f400fb5f92f8f3160bb1d08c173070

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cc6d490514605443e8a28dc0046827fb4a2493982916dc47baabc980c3bc3725",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-08T12:03:08Z",
    "title_canon_sha256": "c8f68c96e1252f4f1682d8030d4c33c2ae8c413a9096d7838acf09d72fdba40f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.04992",
    "kind": "arxiv",
    "version": 2
  }
}