Pith Number

pith:H2OFAIAY

pith:2023:H2OFAIAYMAPUDCS3XZCRCW3WEO

not attested not anchored not stored refs pending

Bucks for Buckets (B4B): Active Defenses Against Stealing Encoders

Adam Dziedzic, Franziska Boenisch, Jan Dubi\'nski, Stanis{\l}aw Pawlak, Tomasz Trzci\'nski

arxiv:2310.08571 v2 · 2023-10-12 · 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{H2OFAIAYMAPUDCS3XZCRCW3WEO}

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

BESA: Boosting Encoder Stealing Attack with Perturbation Recovery

Receipt and verification

First computed	2026-07-05T07:08:43.683910Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3e9c502018601f418a5bbe45115b7623bb1524d67d46016a8378659eac4778c8

Aliases

arxiv: 2310.08571 · arxiv_version: 2310.08571v2 · doi: 10.48550/arxiv.2310.08571 · pith_short_12: H2OFAIAYMAPU · pith_short_16: H2OFAIAYMAPUDCS3 · pith_short_8: H2OFAIAY

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/H2OFAIAYMAPUDCS3XZCRCW3WEO \
  | 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: 3e9c502018601f418a5bbe45115b7623bb1524d67d46016a8378659eac4778c8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cf7e168c51825a79e6afcc57972eb0089e96a96874590b50c013b2ab1847f32c",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-12T17:56:53Z",
    "title_canon_sha256": "bfb25dbff138cedfc166d8f627ff4eb754e5345ae18448d4561e16587a0f44d9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.08571",
    "kind": "arxiv",
    "version": 2
  }
}