Pith Number

pith:IQS5CFEP

pith:2024:IQS5CFEPQSTOK47CX3YJ45UIAB

not attested not anchored not stored refs pending

CLIPScope: Enhancing Zero-Shot OOD Detection with Bayesian Scoring

Farshad Khorrami, Hao Fu, Naman Patel, Prashanth Krishnamurthy

arxiv:2405.14737 v2 · 2024-05-23 · 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{IQS5CFEPQSTOK47CX3YJ45UIAB}

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

BayesAdapter: enhanced uncertainty estimation in CLIP few-shot adaptation

Receipt and verification

First computed	2026-07-05T09:33:32.085101Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4425d1148f84a6e573e2bef09e76880040cbe84727f692c0005c47dbe1d98406

Aliases

arxiv: 2405.14737 · arxiv_version: 2405.14737v2 · doi: 10.48550/arxiv.2405.14737 · pith_short_12: IQS5CFEPQSTO · pith_short_16: IQS5CFEPQSTOK47C · pith_short_8: IQS5CFEP

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/IQS5CFEPQSTOK47CX3YJ45UIAB \
  | 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: 4425d1148f84a6e573e2bef09e76880040cbe84727f692c0005c47dbe1d98406

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2738ef061d020353bfe8e3751f2edd3f7089cee7472b4a1f2423be256a5f6d04",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-05-23T16:03:55Z",
    "title_canon_sha256": "a76a513187cd21128e25ee50b59283781c99a5a7a077c5cbf105c04a2209510c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.14737",
    "kind": "arxiv",
    "version": 2
  }
}