Pith Number

pith:5ZQ4YRRH

pith:2024:5ZQ4YRRH6ZC24YS3UX6JKAFP47

not attested not anchored not stored refs pending

A Statistical and Multi-Perspective Revisiting of the Membership Inference Attack in Large Language Models

Bowen Chen, Namgi Han, Yusuke Miyao

arxiv:2412.13475 v1 · 2024-12-18 · cs.CL · 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{5ZQ4YRRH6ZC24YS3UX6JKAFP47}

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

Implicit Reasoning Steering via Concept Chaining

Receipt and verification

First computed	2026-07-05T09:51:02.361787Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ee61cc4627f645ae625ba5fc9500afe7e92edee4d558b0d8e04a1a5acc47c110

Aliases

arxiv: 2412.13475 · arxiv_version: 2412.13475v1 · doi: 10.48550/arxiv.2412.13475 · pith_short_12: 5ZQ4YRRH6ZC2 · pith_short_16: 5ZQ4YRRH6ZC24YS3 · pith_short_8: 5ZQ4YRRH

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/5ZQ4YRRH6ZC24YS3UX6JKAFP47 \
  | 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: ee61cc4627f645ae625ba5fc9500afe7e92edee4d558b0d8e04a1a5acc47c110

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9bd75ba93348a68244a12d802b34960d3a169cd7d75ecc40fcffbe264275b0be",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-18T03:39:42Z",
    "title_canon_sha256": "178e9763398c24f824e2b195df81c1935bbafdfa5360a3a97b334b081b5444fd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.13475",
    "kind": "arxiv",
    "version": 1
  }
}