Pith Number

pith:UMCGBZX7

pith:2025:UMCGBZX7IGEUFDVFZAAFTJ5IBR

not attested not anchored not stored refs pending

On Transfer-based Universal Attacks in Pure Black-box Setting

Ajmal Mian, Mohammad A.A.K. Jalwana, Mubarak Shah, Naveed Akhtar, Nazanin Rahnavard

arxiv:2504.08866 v1 · 2025-04-11 · cs.LG · 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{UMCGBZX7IGEUFDVFZAAFTJ5IBR}

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	2026-07-05T10:48:00.640822Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a30460e6ff4189428ea5c80059a7a80c45e62a20ef4a422ff5f3151f55e6fe81

Aliases

arxiv: 2504.08866 · arxiv_version: 2504.08866v1 · doi: 10.48550/arxiv.2504.08866 · pith_short_12: UMCGBZX7IGEU · pith_short_16: UMCGBZX7IGEUFDVF · pith_short_8: UMCGBZX7

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/UMCGBZX7IGEUFDVFZAAFTJ5IBR \
  | 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: a30460e6ff4189428ea5c80059a7a80c45e62a20ef4a422ff5f3151f55e6fe81

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8f7ff61f1fc0d05450011c5a278d6567eb8b27e322f27418dba6736357e407e1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-11T10:41:20Z",
    "title_canon_sha256": "2c3878166145d3cb9c44dd75be71594048b2a6f2b8cec7c18e9e53148dce6cc6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.08866",
    "kind": "arxiv",
    "version": 1
  }
}