Pith Number

pith:4BDFJ5SW

pith:2023:4BDFJ5SWVB35SVZ7J5TAMMIX2J

not attested not anchored not stored refs pending

Practical Membership Inference Attacks against Fine-tuned Large Language Models via Self-prompt Calibration

Chen Gao, Guanghua Liu, Huandong Wang, Tao Jiang, Wenjie Fu, Yong Li

arxiv:2311.06062 v4 · 2023-11-10 · cs.CL · 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{4BDFJ5SWVB35SVZ7J5TAMMIX2J}

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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

4 papers in Pith

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

Large Language Model Agent: A Survey on Methodology, Applications and Challenges

Single-Sample Black-Box Membership Inference Attack against Vision-Language Models via Cross-modal Semantic Alignment

Auditing Data Membership in Reinforcement Learning With Verifiable Rewards

Receipt and verification

First computed	2026-07-05T09:40:15.308089Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e04654f656a877d9573f4f66063117d259622c59ffd8837b080f227734280346

Aliases

arxiv: 2311.06062 · arxiv_version: 2311.06062v4 · doi: 10.48550/arxiv.2311.06062 · pith_short_12: 4BDFJ5SWVB35 · pith_short_16: 4BDFJ5SWVB35SVZ7 · pith_short_8: 4BDFJ5SW

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/4BDFJ5SWVB35SVZ7J5TAMMIX2J \
  | 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: e04654f656a877d9573f4f66063117d259622c59ffd8837b080f227734280346

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "25dcb38f4f17f93259a907e1d5186e3e77d3ea33eadf480c19ceb89a9f0bda39",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-11-10T13:55:05Z",
    "title_canon_sha256": "16ca08a3463f67fbcfa22e05cd39ac500a0d94b0dfb121a6b8fcdbc34e033edd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.06062",
    "kind": "arxiv",
    "version": 4
  }
}