Pith Number

pith:BTZVQ3GQ

pith:2023:BTZVQ3GQEA2OCHZ6FLHXHTPWHJ

not attested not anchored not stored refs pending

AutoPEFT: Automatic Configuration Search for Parameter-Efficient Fine-Tuning

Anna Korhonen, Han Zhou, Ivan Vuli\'c, Xingchen Wan

arxiv:2301.12132 v3 · 2023-01-28 · 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{BTZVQ3GQEA2OCHZ6FLHXHTPWHJ}

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

3 papers in Pith

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

Temporal Reasoning Is Not the Bottleneck: A Probabilistic Inconsistency Framework for Neuro-Symbolic QA

Constraint-Driven Warm-Freeze for Efficient Transfer Learning in Photovoltaic Systems

Receipt and verification

First computed	2026-07-05T07:38:25.792537Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0cf3586cd02034e11f3e2acf73cdf63a6e5e9c78302663e115dca6f55c9fcc64

Aliases

arxiv: 2301.12132 · arxiv_version: 2301.12132v3 · doi: 10.48550/arxiv.2301.12132 · pith_short_12: BTZVQ3GQEA2O · pith_short_16: BTZVQ3GQEA2OCHZ6 · pith_short_8: BTZVQ3GQ

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/BTZVQ3GQEA2OCHZ6FLHXHTPWHJ \
  | 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: 0cf3586cd02034e11f3e2acf73cdf63a6e5e9c78302663e115dca6f55c9fcc64

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e845b378ddb951288313c608d367f66fe05776c66baa4939480e96aee62287af",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-01-28T08:51:23Z",
    "title_canon_sha256": "dcbf7c6687654c0536424747f9ba2665826bba630c055fc0b093a4714ea1a18d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.12132",
    "kind": "arxiv",
    "version": 3
  }
}