Pith Number

pith:YHAP5FWI

pith:2023:YHAP5FWIX5EQ6CTOVSTW3V4WZB

not attested not anchored not stored refs pending

Last-Layer Fairness Fine-tuning is Simple and Effective for Neural Networks

Huaxiu Yao, James Zou, Kenji Kawaguchi, Ting Ye, Yuzhen Mao, Zhun Deng

arxiv:2304.03935 v2 · 2023-04-08 · 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{YHAP5FWIX5EQ6CTOVSTW3V4WZB}

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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

A Post-Processing-Based Fair Federated Learning Framework

Receipt and verification

First computed	2026-07-05T06:30:57.959249Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c1c0fe96c8bf490f0a6eaca76dd796c87615763b21b3dfc826ef3d518e25cc4d

Aliases

arxiv: 2304.03935 · arxiv_version: 2304.03935v2 · doi: 10.48550/arxiv.2304.03935 · pith_short_12: YHAP5FWIX5EQ · pith_short_16: YHAP5FWIX5EQ6CTO · pith_short_8: YHAP5FWI

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/YHAP5FWIX5EQ6CTOVSTW3V4WZB \
  | 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: c1c0fe96c8bf490f0a6eaca76dd796c87615763b21b3dfc826ef3d518e25cc4d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4e0bd17c9bc881a969ee5089101cf2abe5b7f8bebb7682692af7ced70d23d1ba",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-04-08T06:49:15Z",
    "title_canon_sha256": "f858e7f4f7b536154dae4bc3d33b70a46e9bc66d0c396291979090a8236deddf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.03935",
    "kind": "arxiv",
    "version": 2
  }
}