Pith Number

pith:2OMS7CNQ

pith:2023:2OMS7CNQUFOSBJWFFRML3GKQBA

not attested not anchored not stored refs pending

Harnessing large-language models to generate private synthetic text

Alexey Kurakin, Andreas Terzis, Liam MacDermed, Natalia Ponomareva, Umar Syed

arxiv:2306.01684 v2 · 2023-06-02 · cs.LG · cs.CR

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2OMS7CNQUFOSBJWFFRML3GKQBA}

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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

6 papers in Pith

Asymptotic Optimality of the High-Dimensional Gaussian Mechanism and Improved Low-Dimensional Mechanisms for Differential Privacy

ContinuousBench: Can Differentially Private Synthetic Text Improve Capabilities?

DP-SelFT: Differentially Private Selective Fine-Tuning for Large Language Models

ShieldGemma: Generative AI Content Moderation Based on Gemma

FedProxy: Federated Fine-Tuning of LLMs via Proxy SLMs and Heterogeneity-Aware Fusion

Receipt and verification

First computed	2026-07-05T07:32:18.934645Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d3992f89b0a15d20a6c52c58bd9950083deb23a973332db8e2e61465989b1b51

Aliases

arxiv: 2306.01684 · arxiv_version: 2306.01684v2 · doi: 10.48550/arxiv.2306.01684 · pith_short_12: 2OMS7CNQUFOS · pith_short_16: 2OMS7CNQUFOSBJWF · pith_short_8: 2OMS7CNQ

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/2OMS7CNQUFOSBJWFFRML3GKQBA \
  | 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: d3992f89b0a15d20a6c52c58bd9950083deb23a973332db8e2e61465989b1b51

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d589370869f7dbc7560336f974dc2d4e1377a410f06add39e82c2ac0e813a5ce",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-02T16:59:36Z",
    "title_canon_sha256": "a6473c91efe4c9bf696adf8d75d3d46f8d00c517220deefb8f4a1df9eab9522a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.01684",
    "kind": "arxiv",
    "version": 2
  }
}