Pith Number

pith:QTYYVO5L

pith:2025:QTYYVO5LI4YJORUHOIFFFAWB5U

not attested not anchored not stored refs pending

Towards Efficient and General-Purpose Few-Shot Misclassification Detection for Vision-Language Models

Fanhu Zeng, Fei Zhu, Xu-Yao Zhang, Zhen Cheng

arxiv:2503.20492 v1 · 2025-03-26 · cs.CV · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QTYYVO5LI4YJORUHOIFFFAWB5U}

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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

TrustLoRA: Low-Rank Adaptation for Failure Detection under Out-of-distribution Data

Receipt and verification

First computed	2026-07-05T10:39:39.336500Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

84f18abbab4730974687720a5282c1ed10d1b21165ba42085f29e97698c85e71

Aliases

arxiv: 2503.20492 · arxiv_version: 2503.20492v1 · doi: 10.48550/arxiv.2503.20492 · pith_short_12: QTYYVO5LI4YJ · pith_short_16: QTYYVO5LI4YJORUH · pith_short_8: QTYYVO5L

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/QTYYVO5LI4YJORUHOIFFFAWB5U \
  | 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: 84f18abbab4730974687720a5282c1ed10d1b21165ba42085f29e97698c85e71

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "25ce52c4d6c3d438dc0f9704bac29090c46d86c66b96d7bc2af8583b4f8ad5f2",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-03-26T12:31:04Z",
    "title_canon_sha256": "6c013d0564111b0e5aef26ee9d5d12f80292a1036ba8c1d7fa5b8deb1e8d8e26"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.20492",
    "kind": "arxiv",
    "version": 1
  }
}