Pith Number

pith:ZMRRB3PS

pith:2024:ZMRRB3PSO4E7GT4ORV74FBG2RU

not attested not anchored not stored refs pending

Do Membership Inference Attacks Work on Large Language Models?

Anshuman Suri, David Evans, Hannaneh Hajishirzi, Luke Zettlemoyer, Michael Duan, Niloofar Mireshghallah, Sewon Min, Weijia Shi, Yejin Choi, Yulia Tsvetkov

arxiv:2402.07841 v2 · 2024-02-12 · 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{ZMRRB3PSO4E7GT4ORV74FBG2RU}

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

17 papers in Pith

Have You Ever Seen Them? Entity-level Membership Inference through Interrogating Large Language Models

WARP: Weight-Space Analysis for Recovering Training Data Portfolios

SoK: Colluding Adversaries in Machine Learning Pipelines

Auditing Training Data in Domain-adapted LLMs: LoRA-MINT

Watermarking for Proprietary Dataset Protection

Receipt and verification

First computed	2026-07-05T09:07:26.285162Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cb2310edf27709f34f8e8d7fc284da8d1f3d3e20fd073e24bb6c12bae24c5af3

Aliases

arxiv: 2402.07841 · arxiv_version: 2402.07841v2 · doi: 10.48550/arxiv.2402.07841 · pith_short_12: ZMRRB3PSO4E7 · pith_short_16: ZMRRB3PSO4E7GT4O · pith_short_8: ZMRRB3PS

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/ZMRRB3PSO4E7GT4ORV74FBG2RU \
  | 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: cb2310edf27709f34f8e8d7fc284da8d1f3d3e20fd073e24bb6c12bae24c5af3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "951e7462aa263816d13b11d319eb0993aa9df36a2c7473d0ca36bb53fcf923b2",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-12T17:52:05Z",
    "title_canon_sha256": "861a9e1d1df72f4dfb4c933796dc19938f23ec6d03d167c264ab01bac017dfc7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.07841",
    "kind": "arxiv",
    "version": 2
  }
}