Pith Number

pith:UGNMHDRZ

pith:2022:UGNMHDRZ7BQOY7IT2FJ7OSGUDC

not attested not anchored not stored refs pending

Vicious Classifiers: Assessing Inference-time Data Reconstruction Risk in Edge Computing

Deniz Gunduz, Mohammad Malekzadeh

arxiv:2212.04223 v3 · 2022-12-08 · cs.LG · cs.CR · cs.IT · math.IT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UGNMHDRZ7BQOY7IT2FJ7OSGUDC}

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

Inference Privacy: Properties and Mechanisms

Receipt and verification

First computed	2026-07-05T09:13:46.403099Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a19ac38e39f860ec7d13d153f748d418b3183542f2e59a07e7f56ac5f098f3fb

Aliases

arxiv: 2212.04223 · arxiv_version: 2212.04223v3 · doi: 10.48550/arxiv.2212.04223 · pith_short_12: UGNMHDRZ7BQO · pith_short_16: UGNMHDRZ7BQOY7IT · pith_short_8: UGNMHDRZ

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/UGNMHDRZ7BQOY7IT2FJ7OSGUDC \
  | 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: a19ac38e39f860ec7d13d153f748d418b3183542f2e59a07e7f56ac5f098f3fb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bdc875009d8c57d7943315742bd86b3d41056454d27a2127a85f12e185de59da",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.IT",
      "math.IT"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-08T12:05:50Z",
    "title_canon_sha256": "49d30a619f06e00990ec262be6c2a25fbe4b8ad8c76256851c22bc2c4373a0e1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.04223",
    "kind": "arxiv",
    "version": 3
  }
}