Pith Number

pith:5V7AUZJV

pith:2025:5V7AUZJVAFCURF46PSK7TRBUU6

not attested not anchored not stored refs pending

Model Inversion Attacks on Llama 3: Extracting PII from Large Language Models

Sathesh P.Sivashanmugam

arxiv:2507.04478 v1 · 2025-07-06 · cs.LG · cs.AI · 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{5V7AUZJVAFCURF46PSK7TRBUU6}

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.

Receipt and verification

First computed	2026-07-05T11:32:48.678234Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ed7e0a6535014548979e7c95f9c434a79c42bbda2222f4ed4efd0b72c0ce7043

Aliases

arxiv: 2507.04478 · arxiv_version: 2507.04478v1 · doi: 10.48550/arxiv.2507.04478 · pith_short_12: 5V7AUZJVAFCU · pith_short_16: 5V7AUZJVAFCURF46 · pith_short_8: 5V7AUZJV

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/5V7AUZJVAFCURF46PSK7TRBUU6 \
  | 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: ed7e0a6535014548979e7c95f9c434a79c42bbda2222f4ed4efd0b72c0ce7043

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cd0f56c68b624d32e66483a84a7d0c41b23ddb89f96fa739575b4e17bc4220c2",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-06T17:24:17Z",
    "title_canon_sha256": "ecf11eb0c6086aa3656b7e83358664ada8ad2fdda764abf87c454004293baf07"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.04478",
    "kind": "arxiv",
    "version": 1
  }
}