Pith Number

pith:7NC6CQH4

pith:2025:7NC6CQH4BLNTMIATWGU5RZZLF6

not attested not anchored not stored refs pending

Benchmarking Foundation Models for Zero-Shot Biometric Tasks

Arun Ross, Hamzeh Alzwairy, Nitish Shukla, Parisa Farmanifard, Redwan Sony

arxiv:2505.24214 v1 · 2025-05-30 · 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{7NC6CQH4BLNTMIATWGU5RZZLF6}

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

4 papers in Pith

A Systematic Failure Analysis of Vision Foundation Models for Open Set Iris Presentation Attack Detection

FPBench: A Comprehensive Benchmark of Multimodal Large Language Models for Fingerprint Analysis

VISER: Visually-Informed System for Enhanced Robustness in Open-Set Iris Presentation Attack Detection

Compatibility of Face Embeddings Across Deep Neural Networks

Receipt and verification

First computed	2026-07-05T11:12:44.270800Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fb45e140fc0adb362013b1a9d8e72b2f8329b05d243f685f2d21d736d65bdb8d

Aliases

arxiv: 2505.24214 · arxiv_version: 2505.24214v1 · doi: 10.48550/arxiv.2505.24214 · pith_short_12: 7NC6CQH4BLNT · pith_short_16: 7NC6CQH4BLNTMIAT · pith_short_8: 7NC6CQH4

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/7NC6CQH4BLNTMIATWGU5RZZLF6 \
  | 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: fb45e140fc0adb362013b1a9d8e72b2f8329b05d243f685f2d21d736d65bdb8d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2742accb8b279b5acc1e9f514ee84474949a14738748743625cdbcf8c24d6002",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-05-30T04:53:55Z",
    "title_canon_sha256": "885f46322431dad339d182b8e03f24d7248b5b30485e0e832292843eb43e2542"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.24214",
    "kind": "arxiv",
    "version": 1
  }
}