Pith Number

pith:KJDXNHSH

pith:2025:KJDXNHSHQIPSHHSR7PKPXJ5IJI

not attested not anchored not stored refs pending

How does Bayesian Sampling help Membership Inference Attacks?

Feng Zhou, Hongxin Wei, Wenyu Jiang, Zhenlong Liu

arxiv:2503.07482 v2 · 2025-03-10 · 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{KJDXNHSHQIPSHHSR7PKPXJ5IJI}

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.

Cited by

1 paper in Pith

Provable Joint Decontamination for Benchmarking Multiple Large Language Models

Receipt and verification

First computed	2026-05-26T02:04:59.835143Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5247769e47821f239e51fbd4fba7a84a1bbc56c624cc7ea2f81ea29482c7fcb7

Aliases

arxiv: 2503.07482 · arxiv_version: 2503.07482v2 · doi: 10.48550/arxiv.2503.07482 · pith_short_12: KJDXNHSHQIPS · pith_short_16: KJDXNHSHQIPSHHSR · pith_short_8: KJDXNHSH

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/KJDXNHSHQIPSHHSR7PKPXJ5IJI \
  | 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: 5247769e47821f239e51fbd4fba7a84a1bbc56c624cc7ea2f81ea29482c7fcb7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "382317350d1a7272cfd35d2039d82b6edcdcfd448cf615d6f2fa8f7684caef4f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-10T15:58:43Z",
    "title_canon_sha256": "e5ae8ec5464d1d24e683d47782147c164aef469fd39aa866a06b531152051e54"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.07482",
    "kind": "arxiv",
    "version": 2
  }
}