Pith Number

pith:5UICUNHC

pith:2025:5UICUNHCKYT3F5NMMVUJMHLVWT

not attested not anchored not stored refs pending

Evaluating the Dynamics of Membership Privacy in Deep Learning

Lei Yu, Nathalie Baracaldo, Swanand Ravindra Kadhe, Yuetian Chen, Zhiqi Wang

arxiv:2507.23291 v2 · 2025-07-31 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5UICUNHCKYT3F5NMMVUJMHLVWT}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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	2026-07-05T11:47:27.714423Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ed102a34e25627b2f5ac6568961d75b4d60825b5451652fbd9c33bed59c37a83

Aliases

arxiv: 2507.23291 · arxiv_version: 2507.23291v2 · doi: 10.48550/arxiv.2507.23291 · pith_short_12: 5UICUNHCKYT3 · pith_short_16: 5UICUNHCKYT3F5NM · pith_short_8: 5UICUNHC

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/5UICUNHCKYT3F5NMMVUJMHLVWT \
  | 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: ed102a34e25627b2f5ac6568961d75b4d60825b5451652fbd9c33bed59c37a83

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8f7b2cbffe10564cbf3179a6ac3f0f9401bdc2a28c6bc2736ff03e97cee72e47",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-31T07:09:52Z",
    "title_canon_sha256": "135282ebcadbbd868392b1d3580e761226c087946e24bfcf6bd545908308c2f6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.23291",
    "kind": "arxiv",
    "version": 2
  }
}