Pith Number

pith:BTPAETM3

pith:2024:BTPAETM3CFQPIYXUT6KZ3N2XAQ

not attested not anchored not stored refs pending

Does Combining Parameter-efficient Modules Improve Few-shot Transfer Accuracy?

Guojun Zhang, Mahdi Beitollahi, Nader Asadi, Xi Chen, Yasser Khalil, Yinchuan Li

arxiv:2402.15414 v1 · 2024-02-23 · cs.LG · 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{BTPAETM3CFQPIYXUT6KZ3N2XAQ}

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

Model Merging in LLMs, MLLMs, and Beyond: Methods, Theories, Applications and Opportunities

Receipt and verification

First computed	2026-07-05T07:48:40.313602Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0cde024d9b1160f462f49f959db757041b915b7f4b15bde0267f47acee4f1068

Aliases

arxiv: 2402.15414 · arxiv_version: 2402.15414v1 · doi: 10.48550/arxiv.2402.15414 · pith_short_12: BTPAETM3CFQP · pith_short_16: BTPAETM3CFQPIYXU · pith_short_8: BTPAETM3

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/BTPAETM3CFQPIYXUT6KZ3N2XAQ \
  | 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: 0cde024d9b1160f462f49f959db757041b915b7f4b15bde0267f47acee4f1068

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ad3ede3acc781de80f6329de2efafaa4c9d025d3910100606a646f68c9e76b11",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-23T16:20:29Z",
    "title_canon_sha256": "ef1c45b761f6a65936d9d1ae3d5cdf6e19cb92efddfe13293efe3bce4f88e62b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.15414",
    "kind": "arxiv",
    "version": 1
  }
}