Pith Number

pith:GBTDWRSZ

pith:2024:GBTDWRSZ3GIR2TLJRF2ZDMXRUW

not attested not anchored not stored refs pending

Sampling-based Pseudo-Likelihood for Membership Inference Attacks

Masahiro Kaneko, Naoaki Okazaki, Youmi Ma, Yuki Wata

arxiv:2404.11262 v1 · 2024-04-17 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GBTDWRSZ3GIR2TLJRF2ZDMXRUW}

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

Pretraining Data Exposure in Large Language Models: A Survey of Membership Inference, Data Contamination, and Security Implications

Receipt and verification

First computed	2026-07-05T08:09:06.615860Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

30663b4659d9911d4d69897591b2f1a59c85309f32d7e1a97d003c57cd3e5c65

Aliases

arxiv: 2404.11262 · arxiv_version: 2404.11262v1 · doi: 10.48550/arxiv.2404.11262 · pith_short_12: GBTDWRSZ3GIR · pith_short_16: GBTDWRSZ3GIR2TLJ · pith_short_8: GBTDWRSZ

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/GBTDWRSZ3GIR2TLJRF2ZDMXRUW \
  | 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: 30663b4659d9911d4d69897591b2f1a59c85309f32d7e1a97d003c57cd3e5c65

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4441ce77cec7934be4d74b5939428a0f894f88c8565b580c394bea56eae64d26",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-04-17T11:12:59Z",
    "title_canon_sha256": "e6f39a46677d7c5db5bb0be61d6dfabb7f87698130825080a413d188935c2339"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.11262",
    "kind": "arxiv",
    "version": 1
  }
}