Pith Number

pith:3E7LNVXH

pith:2024:3E7LNVXHCSGIXGYA2ULUZ5M4XV

not attested not anchored not stored refs pending

SoK: Reducing the Vulnerability of Fine-tuned Language Models to Membership Inference Attacks

Abigail Goldsteen, Ariel Farkash, Guy Amit

arxiv:2403.08481 v1 · 2024-03-13 · cs.LG · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3E7LNVXHCSGIXGYA2ULUZ5M4XV}

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

DCMI: A Differential Calibration Membership Inference Attack Against Retrieval-Augmented Generation

Receipt and verification

First computed	2026-07-05T07:55:39.414292Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d93eb6d6e7148c8b9b00d5174cf59cbd7441cc28d91558acf29a310fbb157b58

Aliases

arxiv: 2403.08481 · arxiv_version: 2403.08481v1 · doi: 10.48550/arxiv.2403.08481 · pith_short_12: 3E7LNVXHCSGI · pith_short_16: 3E7LNVXHCSGIXGYA · pith_short_8: 3E7LNVXH

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/3E7LNVXHCSGIXGYA2ULUZ5M4XV \
  | 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: d93eb6d6e7148c8b9b00d5174cf59cbd7441cc28d91558acf29a310fbb157b58

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bd6897452ffa6f39fe8cd22f281f330adb777925900bc248bab9b80785d0aa1e",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-13T12:46:51Z",
    "title_canon_sha256": "f1ddd5b683e3609355e13cf00f3fa9f04440e0914432aa03ee7b35acd12b90cf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.08481",
    "kind": "arxiv",
    "version": 1
  }
}