Pith Number

pith:CPX3QG3O

pith:2024:CPX3QG3OJUAZKCOYJSEQ75ZPLT

not attested not anchored not stored refs pending

FedFair^3: Unlocking Threefold Fairness in Federated Learning

Li Chen, Md Sirajul Islam, Sanjeev Panta, Shelby Williams, Simin Javaherian

arxiv:2401.16350 v1 · 2024-01-29 · cs.LG · cs.AI · cs.CY · 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{CPX3QG3OJUAZKCOYJSEQ75ZPLT}

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

Fairness in Federated Learning: Fairness for Whom?

Receipt and verification

First computed	2026-07-05T07:38:47.814655Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

13efb81b6e4d019509d84c890ff72f5cd00d793d395f718b1fed000a02c64d98

Aliases

arxiv: 2401.16350 · arxiv_version: 2401.16350v1 · doi: 10.48550/arxiv.2401.16350 · pith_short_12: CPX3QG3OJUAZ · pith_short_16: CPX3QG3OJUAZKCOY · pith_short_8: CPX3QG3O

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/CPX3QG3OJUAZKCOYJSEQ75ZPLT \
  | 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: 13efb81b6e4d019509d84c890ff72f5cd00d793d395f718b1fed000a02c64d98

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ee130dd28e40f0abd15a4e49127912c6ad158171e115019517f5a343f74b2abe",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CY",
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-29T17:56:15Z",
    "title_canon_sha256": "bb3a928ec9745246de0f198daddcf3e7f5e1a45054b32c0181fb17ab091d26b1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.16350",
    "kind": "arxiv",
    "version": 1
  }
}