Pith Number

pith:TNDEBEMB

pith:2026:TNDEBEMB2OO5K6FWSE4RL5AVWD

not attested not anchored not stored refs pending

A Full-Pipeline Framework for Evaluating Membership Inference Attacks in Machine Learning

Chen Liu, Ding Chen, Xiaolin Huang, Xinping Chen, Xinwen Cheng, Xuyang Zhong

arxiv:2605.29454 v1 · 2026-05-28 · 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{TNDEBEMB2OO5K6FWSE4RL5AVWD}

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	2026-05-29T01:05:40.227451Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9b46409181d39dd578b6913915f415b0ff7bb580d152b414f60193a810614164

Aliases

arxiv: 2605.29454 · arxiv_version: 2605.29454v1 · doi: 10.48550/arxiv.2605.29454 · pith_short_12: TNDEBEMB2OO5 · pith_short_16: TNDEBEMB2OO5K6FW · pith_short_8: TNDEBEMB

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/TNDEBEMB2OO5K6FWSE4RL5AVWD \
  | 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: 9b46409181d39dd578b6913915f415b0ff7bb580d152b414f60193a810614164

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5e7f13de112f942ec47e3733e32d76f99caa1da7cb851a298dc55c7de0c8e40a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-28T06:48:22Z",
    "title_canon_sha256": "de4a69abe4569627a8103b4295074363633eed3c2b99cca0d0953dc8b7e1eca5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.29454",
    "kind": "arxiv",
    "version": 1
  }
}