Pith Number

pith:XCW5ZSSA

pith:2025:XCW5ZSSAESFMA5L3Z3OW4S2NC3

not attested not anchored not stored refs pending

PEFT A2Z: Parameter-Efficient Fine-Tuning Survey for Large Language and Vision Models

Abdullah As Sami, Hafijur Raman, Md Kowsher, Md Shamol Ali, Md Shohanur Islam Sobuj, Nusrat Jahan Prottasha, Ozlem Ozmen Garibay, Shetu Mohanto, Tasfia Nuzhat, Upama Roy Chowdhury

arxiv:2504.14117 v1 · 2025-04-19 · cs.CL · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XCW5ZSSAESFMA5L3Z3OW4S2NC3}

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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

2 papers in Pith

LoCA: Spatially-Aware Low-Rank Convolutional Adaptation of Vision Foundation Models

PEFT-Bench: A Parameter-Efficient Fine-Tuning Methods Benchmark

Receipt and verification

First computed	2026-07-05T10:51:11.202885Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b8addcca40248ac0757bcedd6e4b4d16d2deb07f5a94fcc82ba610bd4f88f227

Aliases

arxiv: 2504.14117 · arxiv_version: 2504.14117v1 · doi: 10.48550/arxiv.2504.14117 · pith_short_12: XCW5ZSSAESFM · pith_short_16: XCW5ZSSAESFMA5L3 · pith_short_8: XCW5ZSSA

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/XCW5ZSSAESFMA5L3Z3OW4S2NC3 \
  | 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: b8addcca40248ac0757bcedd6e4b4d16d2deb07f5a94fcc82ba610bd4f88f227

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c31a00b947aed63c87cf63a409bd1c1421d19d63d8f4e7479dd94ffae4d67082",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-04-19T00:33:16Z",
    "title_canon_sha256": "9bfea36a4cdf9880ca8cf0ee666159080779f4792afdb7f48d79a95e343d02ec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.14117",
    "kind": "arxiv",
    "version": 1
  }
}