Pith Number

pith:ZAEWOGH7

pith:2023:ZAEWOGH7H3M7MF2MVYJ3KHSMSP

not attested not anchored not stored refs pending

A Probabilistic Fluctuation based Membership Inference Attack for Diffusion Models

Chen Gao, Huandong Wang, Liyuan Zhang, Tao Jiang, Wenjie Fu, Yong Li

arxiv:2308.12143 v5 · 2023-08-23 · cs.LG · cs.AI · cs.CR · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZAEWOGH7H3M7MF2MVYJ3KHSMSP}

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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

Score-based Membership Inference on Diffusion Models

Receipt and verification

First computed	2026-07-05T09:54:00.095135Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c8096718ff3ed9f6174cae13b51e4c93d9a4a2146f6575a5bb07cf902f4de371

Aliases

arxiv: 2308.12143 · arxiv_version: 2308.12143v5 · doi: 10.48550/arxiv.2308.12143 · pith_short_12: ZAEWOGH7H3M7 · pith_short_16: ZAEWOGH7H3M7MF2M · pith_short_8: ZAEWOGH7

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/ZAEWOGH7H3M7MF2MVYJ3KHSMSP \
  | 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: c8096718ff3ed9f6174cae13b51e4c93d9a4a2146f6575a5bb07cf902f4de371

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5c4823e106e5e8f30865efd7c842aaf0b4c20167d5779f0510638b28305cf6df",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-08-23T14:00:58Z",
    "title_canon_sha256": "a1c7dddc7de5ba366cf1e88bad37ac6e37c6373900e2151e9f21a4cc3d080234"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.12143",
    "kind": "arxiv",
    "version": 5
  }
}