Pith Number

pith:YXBEYDIU

pith:2023:YXBEYDIUVNKHSBITKCX4S3UY4L

not attested not anchored not stored refs pending

Conditional Adapters: Parameter-efficient Transfer Learning with Fast Inference

Bo Li, Joshua Ainslie, Junwen Bai, Kenton Lee, Ming-Wei Chang, Nan Du, Siddhartha Brahma, Tao Lei, Vincent Y. Zhao, Yanqi Zhou, Yuexin Wu, Yu Zhang

arxiv:2304.04947 v2 · 2023-04-11 · 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{YXBEYDIUVNKHSBITKCX4S3UY4L}

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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

Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey

Receipt and verification

First computed	2026-07-05T07:16:40.107385Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c5c24c0d14ab5479051350afc96e98e2d3cbfa85cf1317149b723edf43394f05

Aliases

arxiv: 2304.04947 · arxiv_version: 2304.04947v2 · doi: 10.48550/arxiv.2304.04947 · pith_short_12: YXBEYDIUVNKH · pith_short_16: YXBEYDIUVNKHSBIT · pith_short_8: YXBEYDIU

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/YXBEYDIUVNKHSBITKCX4S3UY4L \
  | 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: c5c24c0d14ab5479051350afc96e98e2d3cbfa85cf1317149b723edf43394f05

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a27271fc563bedc13b951dde6eeef3c288631966cdf9748899ca851749b81cf4",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-04-11T03:17:37Z",
    "title_canon_sha256": "88cfd18e36a68e51fb4c86c61b0c7531c7cdbb9df5e3924548d87076ea95def0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.04947",
    "kind": "arxiv",
    "version": 2
  }
}