Pith. sign in
Pith Number

pith:7N43JMXK

pith:2024:7N43JMXKMZMCG7VPCRRJVZ5RAW
not attested not anchored not stored refs pending

Dual-Model Defense: Safeguarding Diffusion Models from Membership Inference Attacks through Disjoint Data Splitting

Anh Tran, Bao Q. Tran, Toan Tran, Viet Nguyen

arxiv:2410.16657 v1 · 2024-10-22 · cs.LG · cs.CV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{7N43JMXKMZMCG7VPCRRJVZ5RAW}

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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.
Receipt and verification
First computed 2026-07-05T09:24:04.708060Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

fb79b4b2ea6658237eaf14629ae7b105927a8b1dbac14e38bf944d5050b86201

Aliases

arxiv: 2410.16657 · arxiv_version: 2410.16657v1 · doi: 10.48550/arxiv.2410.16657 · pith_short_12: 7N43JMXKMZMC · pith_short_16: 7N43JMXKMZMCG7VP · pith_short_8: 7N43JMXK
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/7N43JMXKMZMCG7VPCRRJVZ5RAW \
  | 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: fb79b4b2ea6658237eaf14629ae7b105927a8b1dbac14e38bf944d5050b86201
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "637ab82eeb8f2168862a85c23ef42ac46181a7e9972262d718acd8e015d0dedc",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-22T03:02:29Z",
    "title_canon_sha256": "d5684730d25319cd8f1f2c2c11bdc6d0745ac7e2b11b088e7557698fb96804e3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.16657",
    "kind": "arxiv",
    "version": 1
  }
}