Pith Number

pith:AIMA3CRR

pith:2022:AIMA3CRRKFEOFZYSMMOCG2MWGX

not attested not anchored not stored refs pending

Membership-Doctor: Comprehensive Assessment of Membership Inference Against Machine Learning Models

Cory Cornelius, Weilin Xu, Xinlei He, Yang Zhang, Zheng Li

arxiv:2208.10445 v1 · 2022-08-22 · cs.CR · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AIMA3CRRKFEOFZYSMMOCG2MWGX}

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

DCMI: A Differential Calibration Membership Inference Attack Against Retrieval-Augmented Generation

Receipt and verification

First computed	2026-07-05T04:50:28.889543Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

02180d8a315148e2e712631c23699635cff1429ecdc403817b5e2bbaf2b8e060

Aliases

arxiv: 2208.10445 · arxiv_version: 2208.10445v1 · doi: 10.48550/arxiv.2208.10445 · pith_short_12: AIMA3CRRKFEO · pith_short_16: AIMA3CRRKFEOFZYS · pith_short_8: AIMA3CRR

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/AIMA3CRRKFEOFZYSMMOCG2MWGX \
  | 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: 02180d8a315148e2e712631c23699635cff1429ecdc403817b5e2bbaf2b8e060

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0705def2366b51d7dbbbb87c03a4753974bfa3df44a7653b304d8e848b1ac7e3",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2022-08-22T17:00:53Z",
    "title_canon_sha256": "ab9044f5afa1a9dfd8b14d3f13ca25dde08aaead9f69a9fb925c7f8b7fbbf4f0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.10445",
    "kind": "arxiv",
    "version": 1
  }
}