Pith Number

pith:RS36JDOG

pith:2022:RS36JDOGJQTZLA3O5KNIDDBPZF

not attested not anchored not stored refs pending

Position: Considerations for Differentially Private Learning with Large-Scale Public Pretraining

Florian Tram\`er, Gautam Kamath, Nicholas Carlini

arxiv:2212.06470 v3 · 2022-12-13 · cs.LG · cs.CR · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RS36JDOGJQTZLA3O5KNIDDBPZF}

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

3 papers in Pith

Benchmarking Empirical Privacy Protection for Adaptations of Large Language Models

Decomposing Memorization Reduction in Privacy-Preserving Fine-Tuning of SLMs for CSIRTs

From AI-Generated Content to Agentic Action: Security and Safety Threats in Generative AI

Receipt and verification

First computed	2026-07-05T08:44:45.518898Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8cb7e48dc64c2795836eea9a818c2fc951c7a1c111c40e3675a4ca715c56837f

Aliases

arxiv: 2212.06470 · arxiv_version: 2212.06470v3 · doi: 10.48550/arxiv.2212.06470 · pith_short_12: RS36JDOGJQTZ · pith_short_16: RS36JDOGJQTZLA3O · pith_short_8: RS36JDOG

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/RS36JDOGJQTZLA3O5KNIDDBPZF \
  | 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: 8cb7e48dc64c2795836eea9a818c2fc951c7a1c111c40e3675a4ca715c56837f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "02971baa238c51b50348674cc7df56c8d0c0b0f447af7af6355601a3363004ed",
    "cross_cats_sorted": [
      "cs.CR",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-13T10:41:12Z",
    "title_canon_sha256": "4dd8fce3841b63df424d0f8644bfa78d4c2ffeecde05f7187b28ff5b0fcd8a14"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.06470",
    "kind": "arxiv",
    "version": 3
  }
}