Pith Number

pith:2KIAGT7P

pith:2023:2KIAGT7PIR7ZNNRJIKWGWNIROQ

not attested not anchored not stored refs pending

Privacy Preserving Large Language Models: ChatGPT Case Study Based Vision and Framework

Basem Suleiman, Imdad Ullah, Junaid Qadir, Najm Hassan, Salil S. Kanhere, Sukhpal Singh Gill, Tariq Ahamed Ahanger, Zawar Shah

arxiv:2310.12523 v1 · 2023-10-19 · cs.CR

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\usepackage{pith}
\pithnumber{2KIAGT7PIR7ZNNRJIKWGWNIROQ}

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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

1 paper in Pith

Privacy-Preserving Large Language Models: Mechanisms, Applications, and Future Directions

Receipt and verification

First computed	2026-07-05T07:02:39.576098Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d290034fef447f96b62942ac6b35117424ae930cab9b1356d849e717bbfbc67c

Aliases

arxiv: 2310.12523 · arxiv_version: 2310.12523v1 · doi: 10.48550/arxiv.2310.12523 · pith_short_12: 2KIAGT7PIR7Z · pith_short_16: 2KIAGT7PIR7ZNNRJ · pith_short_8: 2KIAGT7P

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/2KIAGT7PIR7ZNNRJIKWGWNIROQ \
  | 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: d290034fef447f96b62942ac6b35117424ae930cab9b1356d849e717bbfbc67c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1cb5bc8240d6715a9e7da90d6694a9e23977f47c5853929e24571a6dd9d31140",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2023-10-19T06:55:13Z",
    "title_canon_sha256": "d426bc95286cd0c5a51dbf2ae009ec20719bf93aeced5cf5152629bca02239aa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.12523",
    "kind": "arxiv",
    "version": 1
  }
}