Pith Number

pith:N2MAPFJ2

pith:2020:N2MAPFJ2REEEAKX7NZBAE2EHEV

not attested not anchored not stored refs pending

FedML: A Research Library and Benchmark for Federated Machine Learning

Abhishek Singh, Chaoyang He, Hang Qiu, Hongyi Wang, Jianzong Wang, Jinhyun So, Li Shen, Mi Zhang, Murali Annavaram, Peilin Zhao, Praneeth Vepakomma, Qiang Yang, Ramesh Raskar, Salman Avestimehr, Songze Li, Xiaoyang Wang, Xiao Zeng, Xinghua Zhu, Yang Liu, Yan Kang

arxiv:2007.13518 v4 · 2020-07-27 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{N2MAPFJ2REEEAKX7NZBAE2EHEV}

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

7 papers in Pith

Robust Federated Learning Under Real-World Client Churn

Decentralised AI Training and Inference with BlockTrain

Clipping Makes Distributed and Federated Asynchronous SGD Robust to Stragglers

Enhanced Privacy and Communication Efficiency in Non-IID Federated Learning with Adaptive Quantization and Differential Privacy

Understanding Communication Backends in Cross-Silo Federated Learning

Receipt and verification

First computed	2026-07-05T01:49:53.684300Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6e9807953a8908402aff6e4202688725456882665718329f39893ad49f1f2f1f

Aliases

arxiv: 2007.13518 · arxiv_version: 2007.13518v4 · doi: 10.48550/arxiv.2007.13518 · pith_short_12: N2MAPFJ2REEE · pith_short_16: N2MAPFJ2REEEAKX7 · pith_short_8: N2MAPFJ2

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/N2MAPFJ2REEEAKX7NZBAE2EHEV \
  | 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: 6e9807953a8908402aff6e4202688725456882665718329f39893ad49f1f2f1f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e2758b3a5d5d8d723aae9f2668275ec48a7c8728743ff558869fd66faa8ea283",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-07-27T13:02:08Z",
    "title_canon_sha256": "85108fffb23978876785ef6947fb05eb2147c8735f97800ed2412fc1dc6ba237"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2007.13518",
    "kind": "arxiv",
    "version": 4
  }
}