Pith Number

pith:IYXJA4BP

pith:2022:IYXJA4BPRTD5H22CL66YKEGCAB

not attested not anchored not stored refs pending

NoisyTune: A Little Noise Can Help You Finetune Pretrained Language Models Better

Chuhan Wu, Fangzhao Wu, Tao Qi, Xing Xie, Yongfeng Huang

arxiv:2202.12024 v2 · 2022-02-24 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IYXJA4BPRTD5H22CL66YKEGCAB}

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

Bi-Level Optimization for Self-Supervised AI-Generated Face Detection

Receipt and verification

First computed	2026-07-05T04:07:43.933863Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

462e90702f8cc7d3eb425fbd8510c2007022301cfbd13c75f7573fa1ce8467b7

Aliases

arxiv: 2202.12024 · arxiv_version: 2202.12024v2 · doi: 10.48550/arxiv.2202.12024 · pith_short_12: IYXJA4BPRTD5 · pith_short_16: IYXJA4BPRTD5H22C · pith_short_8: IYXJA4BP

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/IYXJA4BPRTD5H22CL66YKEGCAB \
  | 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: 462e90702f8cc7d3eb425fbd8510c2007022301cfbd13c75f7573fa1ce8467b7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "00b7017d9c9c48fba4f2d20b63f0e47d373eaeed8c4bbba978b264ebaa8e474b",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-02-24T11:08:02Z",
    "title_canon_sha256": "3a744f6be9001626107216a1138b91a69d2c45ff75b96ba710be677cb3ac36ee"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.12024",
    "kind": "arxiv",
    "version": 2
  }
}