Pith Number

pith:KS25WKWQ

pith:2024:KS25WKWQI7T6JTA5H3PG3FJCVC

not attested not anchored not stored refs pending

Knowledge Distillation-Based Model Extraction Attack using GAN-based Private Counterfactual Explanations

Fatima Ezzeddine, Omran Ayoub, Silvia Giordano

arxiv:2404.03348 v2 · 2024-04-04 · cs.LG · cs.AI · cs.CR · cs.CY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KS25WKWQI7T6JTA5H3PG3FJCVC}

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

On the interplay of Explainability, Privacy and Predictive Performance with Explanation-assisted Model Extraction

Receipt and verification

First computed	2026-07-05T09:23:48.549112Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

54b5db2ad047e7e4cc1d3ede6d9522a8ba14855cb106374359a1273d12459389

Aliases

arxiv: 2404.03348 · arxiv_version: 2404.03348v2 · doi: 10.48550/arxiv.2404.03348 · pith_short_12: KS25WKWQI7T6 · pith_short_16: KS25WKWQI7T6JTA5 · pith_short_8: KS25WKWQ

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/KS25WKWQI7T6JTA5H3PG3FJCVC \
  | 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: 54b5db2ad047e7e4cc1d3ede6d9522a8ba14855cb106374359a1273d12459389

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4b0539ff17a6b23ce463c4aebeda9588d9cff9f3a171a106a90037548a291d77",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR",
      "cs.CY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-04T10:28:55Z",
    "title_canon_sha256": "e217d48c6bb540db2114d4537763663878174e23f1f58bcd8fa375f29641b6b5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.03348",
    "kind": "arxiv",
    "version": 2
  }
}