Pith Number

pith:OFSQXFBB

pith:2023:OFSQXFBB72NIUFSDC4AQZIKZYT

not attested not anchored not stored refs pending

Tight Auditing of Differentially Private Machine Learning

Andreas Terzis, Borja Balle, Florian Tram\`er, Jamie Hayes, Matthew Jagielski, Milad Nasr, Nicholas Carlini, Thomas Steinke

arxiv:2302.07956 v1 · 2023-02-15 · cs.LG · 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{OFSQXFBB72NIUFSDC4AQZIKZYT}

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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

3 papers in Pith

Detectability in Diversity: Improved Canary Crafting for Privacy Auditing in One Run

Detecting Pretraining Data from Large Language Models

Differentially Private Auditing Under Strategic Response

Receipt and verification

First computed	2026-07-05T05:42:32.425465Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

71650b9421fe9a8a164317010ca159c4f8e0f44d01be1afbd3f464f971e17801

Aliases

arxiv: 2302.07956 · arxiv_version: 2302.07956v1 · doi: 10.48550/arxiv.2302.07956 · pith_short_12: OFSQXFBB72NI · pith_short_16: OFSQXFBB72NIUFSD · pith_short_8: OFSQXFBB

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/OFSQXFBB72NIUFSDC4AQZIKZYT \
  | 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: 71650b9421fe9a8a164317010ca159c4f8e0f44d01be1afbd3f464f971e17801

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fd6f0811ca2d3dfc21b2add55484d8b8659b39a81f38ec1bb809f0af5340e0f9",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-15T21:40:33Z",
    "title_canon_sha256": "b2c0b59aedc96ea09696da0053648ce8f2682c46bc291211278b9388aa303ef1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.07956",
    "kind": "arxiv",
    "version": 1
  }
}