Pith Number

pith:O3UIYRZ2

pith:2023:O3UIYRZ2VWFN7ZRCSOTKRQW7IC

not attested not anchored not stored refs pending

Membership Inference of Diffusion Models

Hailong Hu, Jun Pang

arxiv:2301.09956 v1 · 2023-01-24 · cs.CR · cs.LG

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\usepackage{pith}
\pithnumber{O3UIYRZ2VWFN7ZRCSOTKRQW7IC}

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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

4 papers in Pith

NAMESAKES: Probing Identity Memorization in Text-to-Image Models

Privacy Evaluation of Generative Models for Trajectory Generation

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

FERMI: Exploiting Relations for Membership Inference Against Tabular Diffusion Models

Receipt and verification

First computed	2026-07-05T05:35:36.116137Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

76e88c473aad8adfe62293a6a8c2df40b3fd08a206925f9706cde29f35fdbfd8

Aliases

arxiv: 2301.09956 · arxiv_version: 2301.09956v1 · doi: 10.48550/arxiv.2301.09956 · pith_short_12: O3UIYRZ2VWFN · pith_short_16: O3UIYRZ2VWFN7ZRC · pith_short_8: O3UIYRZ2

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/O3UIYRZ2VWFN7ZRCSOTKRQW7IC \
  | 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: 76e88c473aad8adfe62293a6a8c2df40b3fd08a206925f9706cde29f35fdbfd8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5de7d5bd4dc7e443fdc2ec776abe422874cd6a8758f69442b04917cd8d986416",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2023-01-24T12:34:27Z",
    "title_canon_sha256": "1b9cab074685aa0e794e663bbe8d212f4d99573a0b68822b83e2a9beed87e048"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.09956",
    "kind": "arxiv",
    "version": 1
  }
}