Pith Number

pith:VYWJ7TFN

pith:2025:VYWJ7TFN5TAWEO3MDJDDLAOSXQ

not attested not anchored not stored refs pending

Automatic Calibration for Membership Inference Attack on Large Language Models

Dongxiao Zhu, Hui Zhu, Mohammad Amin Roshani, Prashant Khanduri, Saleh Zare Zade, Xiangyu Zhou, Yao Qiang

arxiv:2505.03392 v1 · 2025-05-06 · 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{VYWJ7TFN5TAWEO3MDJDDLAOSXQ}

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	2026-07-05T10:59:15.292800Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ae2c9fccadecc1623b6c1a463581d2bc36cbb64c10e01601731dfcf19abf850a

Aliases

arxiv: 2505.03392 · arxiv_version: 2505.03392v1 · doi: 10.48550/arxiv.2505.03392 · pith_short_12: VYWJ7TFN5TAW · pith_short_16: VYWJ7TFN5TAWEO3M · pith_short_8: VYWJ7TFN

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/VYWJ7TFN5TAWEO3MDJDDLAOSXQ \
  | 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: ae2c9fccadecc1623b6c1a463581d2bc36cbb64c10e01601731dfcf19abf850a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a9db58ec5e88bd78f32878f3f25a003398915946a326c9183ddfb2bf47688996",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-06T10:15:05Z",
    "title_canon_sha256": "716d08be638c07e6dedb8d5458aa72946dfd77da05c6a84c654e98b1d38ba133"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.03392",
    "kind": "arxiv",
    "version": 1
  }
}