Pith Number

pith:3RQM4HZQ

pith:2023:3RQM4HZQNHKPIGYGKRPYIR3KYO

not attested not anchored not stored refs pending

Privacy Issues in Large Language Models: A Survey

Peter Chang, Seth Neel

arxiv:2312.06717 v4 · 2023-12-11 · cs.AI

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\usepackage{pith}
\pithnumber{3RQM4HZQNHKPIGYGKRPYIR3KYO}

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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

10 papers in Pith

Unveiling Privacy Risks in Multi-modal Large Language Models: Task-specific Vulnerabilities and Mitigation Challenges

Need to Know: Contextual-Integrity-Grounded Query Rewriting for Privacy-Conscious LLM Delegation

CheckMIABench: Firm Foundations For Membership Inference Attacks on Language Models

A Comprehensive Survey of Agents for Computer Use: Foundations, Challenges, and Future Directions

KRONE: Scalable LLM-Augmented Log Anomaly Detection via Hierarchical Abstraction

Receipt and verification

First computed	2026-07-05T08:25:30.506975Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dc60ce1f3069d4f41b06545f84476ac3a797ac76f1cf5625940c1b68e6c6ef6d

Aliases

arxiv: 2312.06717 · arxiv_version: 2312.06717v4 · doi: 10.48550/arxiv.2312.06717 · pith_short_12: 3RQM4HZQNHKP · pith_short_16: 3RQM4HZQNHKPIGYG · pith_short_8: 3RQM4HZQ

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/3RQM4HZQNHKPIGYGKRPYIR3KYO \
  | 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: dc60ce1f3069d4f41b06545f84476ac3a797ac76f1cf5625940c1b68e6c6ef6d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "02eea83570455dbbee7547d4563918252dcbb7ba67e8e81591c4338a1028764b",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-12-11T01:26:53Z",
    "title_canon_sha256": "4fad55ca2a3d6d42e2d18dcad09852fe9312ee5047c89e8003f252f856368dfc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.06717",
    "kind": "arxiv",
    "version": 4
  }
}