Pith Number

pith:UAVTCC6M

pith:2023:UAVTCC6M2DFGH3PGVOQUYBA4LR

not attested not anchored not stored refs pending

Model Extraction Attacks on Split Federated Learning

Adnan Siraj Rakin, Chaitali Chakrabarti, Deliang Fan, Jingtao Li, Li Yang, Xing Chen, Zhezhi He

arxiv:2303.08581 v1 · 2023-03-13 · cs.LG · cs.CV

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\usepackage{pith}
\pithnumber{UAVTCC6M2DFGH3PGVOQUYBA4LR}

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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

A Systematic Survey of Model Extraction Attacks and Defenses: State-of-the-Art and Perspectives

Receipt and verification

First computed	2026-07-05T05:51:34.817852Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a02b310bccd0ca63ede6aba14c041c5c41df1cdfcefba2a00d04ee55ef0cbedc

Aliases

arxiv: 2303.08581 · arxiv_version: 2303.08581v1 · doi: 10.48550/arxiv.2303.08581 · pith_short_12: UAVTCC6M2DFG · pith_short_16: UAVTCC6M2DFGH3PG · pith_short_8: UAVTCC6M

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/UAVTCC6M2DFGH3PGVOQUYBA4LR \
  | 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: a02b310bccd0ca63ede6aba14c041c5c41df1cdfcefba2a00d04ee55ef0cbedc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cde955fd16eaf7b99b54af676a1b84fd52c863a483f6f26cb577b91e1ba38db4",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-13T20:21:51Z",
    "title_canon_sha256": "5bb88f6cd65a38c24f1a9d887e589e1a8e80a07ba3e45c00e6aa4a536994d2a3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.08581",
    "kind": "arxiv",
    "version": 1
  }
}