Pith Number

pith:633F5YUT

pith:2018:633F5YUTP3AXDIHFGXONFJNOZI

not attested not anchored not stored refs pending

Comprehensive Privacy Analysis of Deep Learning: Passive and Active White-box Inference Attacks against Centralized and Federated Learning

Amir Houmansadr, Milad Nasr, Reza Shokri

arxiv:1812.00910 v2 · 2018-12-03 · stat.ML · cs.CR · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{633F5YUTP3AXDIHFGXONFJNOZI}

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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

2 papers in Pith

Towards Characterizing and Limiting Information Exposure in DNN Layers

Revisiting Privacy Preservation in Brain-Computer Interfaces: Conceptual Boundaries, Risk Pathways, and a Protection-Strength Grading Framework

Receipt and verification

First computed	2026-07-05T01:08:22.324094Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f6f65ee2937ec171a0e535dcd2a5aeca1a739a0229ba37225f3e8847f6f8f524

Aliases

arxiv: 1812.00910 · arxiv_version: 1812.00910v2 · doi: 10.48550/arxiv.1812.00910 · pith_short_12: 633F5YUTP3AX · pith_short_16: 633F5YUTP3AXDIHF · pith_short_8: 633F5YUT

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/633F5YUTP3AXDIHFGXONFJNOZI \
  | 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: f6f65ee2937ec171a0e535dcd2a5aeca1a739a0229ba37225f3e8847f6f8f524

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "abbf596b8ace59a96f1ac6944213ebd78fc5206a6a3e0c9dafd2c2870af3e1c2",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2018-12-03T17:11:21Z",
    "title_canon_sha256": "b0e54d67b83b2aa9d8e47f0c47c33838581c0a64286156893e1f68e525ce8c2d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1812.00910",
    "kind": "arxiv",
    "version": 2
  }
}