Pith Number

pith:MFQAKYYC

pith:2023:MFQAKYYCPX7UXC36NRNLQN7PI7

not attested not anchored not stored refs pending

Anti-Matthew FL: Bridging the Performance Gap in Federated Learning to Counteract the Matthew Effect

Jiashi Gao, Xin Yao, Xuetao Wei

arxiv:2309.16338 v2 · 2023-09-28 · 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{MFQAKYYCPX7UXC36NRNLQN7PI7}

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

Achieving Distributive Justice in Federated Learning via Uncertainty Quantification

Receipt and verification

First computed	2026-07-05T08:59:24.163999Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

61600563027dff4b8b7e6c5ab837ef47d7c41f2986de86d612c165a1a14abf95

Aliases

arxiv: 2309.16338 · arxiv_version: 2309.16338v2 · doi: 10.48550/arxiv.2309.16338 · pith_short_12: MFQAKYYCPX7U · pith_short_16: MFQAKYYCPX7UXC36 · pith_short_8: MFQAKYYC

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/MFQAKYYCPX7UXC36NRNLQN7PI7 \
  | 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: 61600563027dff4b8b7e6c5ab837ef47d7c41f2986de86d612c165a1a14abf95

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fd0670e524f0943bde1a91aaa7e9c01107ac176af0f2ff94391405763f50b968",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-28T10:51:12Z",
    "title_canon_sha256": "bb434585447d64a7c5e2a3109520ea241c50ecd4ce832c12649e109a28f8c16d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.16338",
    "kind": "arxiv",
    "version": 2
  }
}