Pith Number

pith:MK4VQD5T

pith:2025:MK4VQD5TXQ7CT4UNFN4LUIN52U

not attested not anchored not stored refs pending

Attackers Can Do Better: Over- and Understated Factors of Model Stealing Attacks

Andreas Rauber, Daryna Oliynyk, Rudolf Mayer

arxiv:2503.06188 v1 · 2025-03-08 · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MK4VQD5TXQ7CT4UNFN4LUIN52U}

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	2026-07-05T10:26:56.259840Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

62b9580fb3bc3e29f28d2b78ba21bdd52ec2d6ebb4a429b553b190b55ff822dc

Aliases

arxiv: 2503.06188 · arxiv_version: 2503.06188v1 · doi: 10.48550/arxiv.2503.06188 · pith_short_12: MK4VQD5TXQ7C · pith_short_16: MK4VQD5TXQ7CT4UN · pith_short_8: MK4VQD5T

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/MK4VQD5TXQ7CT4UNFN4LUIN52U \
  | 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: 62b9580fb3bc3e29f28d2b78ba21bdd52ec2d6ebb4a429b553b190b55ff822dc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e55da4326f481137603ecdc392aecd7cec9bac8972ad4e9dab94c6c89a2bf165",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-08T12:18:52Z",
    "title_canon_sha256": "a376d572e787caee058ac4444eac9b8545728de56ae3def6b4353ef9fbe4502a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.06188",
    "kind": "arxiv",
    "version": 1
  }
}