Pith Number

pith:YH4Z62CA

pith:2023:YH4Z62CA2VUGN2YQ5OX6TIG2AB

not attested not anchored not stored refs pending

Neural Architecture Search for Parameter-Efficient Fine-tuning of Large Pre-trained Language Models

Anoop Kumar, Aram Galstyan, Govind Thattai, Greg Ver Steeg, Neal Lawton

arxiv:2305.16597 v1 · 2023-05-26 · cs.CL · cs.AI · 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{YH4Z62CA2VUGN2YQ5OX6TIG2AB}

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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	2026-07-05T06:14:14.883182Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c1f99f6840d56866eb10ebafe9a0da0057bbdfcc88d7a307454d662c09b4e5ff

Aliases

arxiv: 2305.16597 · arxiv_version: 2305.16597v1 · doi: 10.48550/arxiv.2305.16597 · pith_short_12: YH4Z62CA2VUG · pith_short_16: YH4Z62CA2VUGN2YQ · pith_short_8: YH4Z62CA

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/YH4Z62CA2VUGN2YQ5OX6TIG2AB \
  | 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: c1f99f6840d56866eb10ebafe9a0da0057bbdfcc88d7a307454d662c09b4e5ff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f32c04c63fdcab2d906fba20784138c022fc27600f0fe5f03e21679f27eee5e4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-05-26T03:01:07Z",
    "title_canon_sha256": "b0d459dde706943f6ebf205b31609aba40dcf05d227c3dac025195c3c9cd4f07"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.16597",
    "kind": "arxiv",
    "version": 1
  }
}