Pith Number

pith:OU2F7ARZ

pith:2021:OU2F7ARZSXOIJDQ5LOKNRX77EY

not attested not anchored not stored refs pending

Is Shapley Value fair? Improving Client Selection for Mavericks in Federated Learning

Chi Hong, Jiyue Huang, Lydia Y. Chen, Stefanie Roos

arxiv:2106.10734 v1 · 2021-06-20 · cs.LG · cs.AI · cs.CY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OU2F7ARZSXOIJDQ5LOKNRX77EY}

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 Comprehensive Study of Shapley Value in Data Analytics

Receipt and verification

First computed	2026-07-05T02:50:52.778457Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

75345f823995dc848e1d5b94d8dfff2638d79526370789fc92bc5f078e8cc92b

Aliases

arxiv: 2106.10734 · arxiv_version: 2106.10734v1 · doi: 10.48550/arxiv.2106.10734 · pith_short_12: OU2F7ARZSXOI · pith_short_16: OU2F7ARZSXOIJDQ5 · pith_short_8: OU2F7ARZ

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/OU2F7ARZSXOIJDQ5LOKNRX77EY \
  | 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: 75345f823995dc848e1d5b94d8dfff2638d79526370789fc92bc5f078e8cc92b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "db3b2c91db352496e7f723c01d603a624140d1d96be0441418e17808db11109d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-20T18:01:15Z",
    "title_canon_sha256": "f5436de865acadf6421699a42aa4be265badefb8014efa44c62a3197b3838900"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.10734",
    "kind": "arxiv",
    "version": 1
  }
}