Pith Number

pith:V33FNGCG

pith:2024:V33FNGCGJ3AJ3Q6JBEKEVZ75KM

not attested not anchored not stored refs pending

Negative Label Guided OOD Detection with Pretrained Vision-Language Models

Bo Han, Feng Liu, Feng Zheng, Hong Chen, Tongliang Liu, Xue Jiang, Zhen Fang

arxiv:2403.20078 v1 · 2024-03-29 · cs.CV · cs.LG

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\usepackage{pith}
\pithnumber{V33FNGCGJ3AJ3Q6JBEKEVZ75KM}

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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

3 papers in Pith

Dual Distribution Estimation for Zero-shot Noisy Test-Time Adaptation with VLMs

NegAS: Negative Label Guided Attention and Scoring for Out-of-Distribution Object Detection with Vision-Language Models

Debiased Negative Mining Improves Out-of-distribution Detection with Pre-trained Vision-Language Models

Receipt and verification

First computed	2026-07-05T08:02:13.186672Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aef65698464ec09dc3c909144ae7fd5320c0f5ebfeca190faf07d310f27b97fd

Aliases

arxiv: 2403.20078 · arxiv_version: 2403.20078v1 · doi: 10.48550/arxiv.2403.20078 · pith_short_12: V33FNGCGJ3AJ · pith_short_16: V33FNGCGJ3AJ3Q6J · pith_short_8: V33FNGCG

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/V33FNGCGJ3AJ3Q6JBEKEVZ75KM \
  | 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: aef65698464ec09dc3c909144ae7fd5320c0f5ebfeca190faf07d310f27b97fd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7c2be84146a224688d04f083936c2618223e4f768d00b9b6db18472f5a64ae74",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-03-29T09:19:52Z",
    "title_canon_sha256": "3f1906b1ac45bd9f29686d3eaac2bb10c139896518bd6d8707780ebb4ee16c11"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.20078",
    "kind": "arxiv",
    "version": 1
  }
}