Pith Number

pith:WVUUV6TU

pith:2024:WVUUV6TUKLRCXEAM5W4RPEWTJ2

not attested not anchored not stored refs pending

Mitigating System Bias in Resource Constrained Asynchronous Federated Learning Systems

Aftab Khan, Ioannis Mavromatis, Jikun Gao, Peizheng Li, Pietro Carnelli

arxiv:2401.13366 v2 · 2024-01-24 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WVUUV6TUKLRCXEAM5W4RPEWTJ2}

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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	2026-07-05T07:40:06.659094Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b5694afa7452e22b900cedb91792d34ebeef79d4c3703248d4515ebe7a7c1200

Aliases

arxiv: 2401.13366 · arxiv_version: 2401.13366v2 · doi: 10.48550/arxiv.2401.13366 · pith_short_12: WVUUV6TUKLRC · pith_short_16: WVUUV6TUKLRCXEAM · pith_short_8: WVUUV6TU

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/WVUUV6TUKLRCXEAM5W4RPEWTJ2 \
  | 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: b5694afa7452e22b900cedb91792d34ebeef79d4c3703248d4515ebe7a7c1200

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7f631d2d928ad4148c761c358e11f888eee2797f4292c32fd0dd3331303de8a0",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-24T10:51:15Z",
    "title_canon_sha256": "df7213e2eae0d3cd9df179a6fc85003a4186aff9977fb35c05bef795d8447a89"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.13366",
    "kind": "arxiv",
    "version": 2
  }
}