Pith Number

pith:2GTQP54P

pith:2025:2GTQP54PE5MBJV3SXTBV3MNILB

not attested not anchored not stored refs pending

On the Reliability of Vision-Language Models Under Adversarial Frequency-Domain Perturbations

Ajmal Mian, Jordan Vice, Naveed Akhtar, Richard Hartley, Yansong Gao

arxiv:2507.22398 v3 · 2025-07-30 · 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{2GTQP54PE5MBJV3SXTBV3MNILB}

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.

Receipt and verification

First computed	2026-07-05T11:53:06.228099Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d1a707f78f275814d772bcc35db1a8586f100d19e493c6e9e34bc3a94e6ba1d1

Aliases

arxiv: 2507.22398 · arxiv_version: 2507.22398v3 · doi: 10.48550/arxiv.2507.22398 · pith_short_12: 2GTQP54PE5MB · pith_short_16: 2GTQP54PE5MBJV3S · pith_short_8: 2GTQP54P

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/2GTQP54PE5MBJV3SXTBV3MNILB \
  | 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: d1a707f78f275814d772bcc35db1a8586f100d19e493c6e9e34bc3a94e6ba1d1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "59a26ca20147ab0cbe82abe63e11fbd8caa3037fa6ce68edecf0a193118a0a29",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-07-30T05:41:29Z",
    "title_canon_sha256": "93425c2bfa20a3f09f01c083f920f898dee6aaee4fb2e5d8d1109f744b88f9dd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.22398",
    "kind": "arxiv",
    "version": 3
  }
}