Pith Number

pith:KFBV36WR

pith:2018:KFBV36WRSMTVXBMDTA3D2AJ4VR

not attested not anchored not stored refs pending

Understanding Membership Inferences on Well-Generalized Learning Models

Carl A. Gunter, Diyue Bu, Haixu Tang, Kai Chen, Lei Wang, Vincent Bindschaedler, Xiaofeng Wang, Yunhui Long

arxiv:1802.04889 v1 · 2018-02-13 · cs.CR · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{KFBV36WRSMTVXBMDTA3D2AJ4VR}

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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

5 papers in Pith

Single-Sample Black-Box Membership Inference Attack against Vision-Language Models via Cross-modal Semantic Alignment

The False Promise of Imitating Proprietary LLMs

Noise Aggregation Analysis Driven by Small-Noise Injection: Efficient Membership Inference for Diffusion Models

Detecting Pretraining Data from Large Language Models

Revisiting Privacy Leakage in Machine Unlearning: Membership Inference Beyond the Forgotten Set

Receipt and verification

First computed	2026-05-18T00:23:22.305780Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

51435dfad193275b858398363d013cac660a4a14c3b8900a185061b5ab4191b7

Aliases

arxiv: 1802.04889 · arxiv_version: 1802.04889v1 · doi: 10.48550/arxiv.1802.04889 · pith_short_12: KFBV36WRSMTV · pith_short_16: KFBV36WRSMTVXBMD · pith_short_8: KFBV36WR

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/KFBV36WRSMTVXBMDTA3D2AJ4VR \
  | 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: 51435dfad193275b858398363d013cac660a4a14c3b8900a185061b5ab4191b7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ba38643b09dcf143201efc9192ac8aa4bd27e590a98d240c88d8a1655f05cb63",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2018-02-13T23:05:05Z",
    "title_canon_sha256": "16fd61de20f8cd5fb05c0fca9564fec1b77c0a46f844e8df19865d761b73550f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1802.04889",
    "kind": "arxiv",
    "version": 1
  }
}