Pith Number

pith:QYCJF5GS

pith:2023:QYCJF5GSYRPDEZ3MXCSSF5UA6U

not attested not anchored not stored refs pending

Unlocking Accuracy and Fairness in Differentially Private Image Classification

Borja Balle, David Stutz, Jamie Hayes, Judy Hanwen Shen, Leonard Berrada, Pushmeet Kohli, Robert Stanforth, Samuel L. Smith, Soham De

arxiv:2308.10888 v1 · 2023-08-21 · cs.LG · cs.CV · cs.CY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QYCJF5GSYRPDEZ3MXCSSF5UA6U}

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

2 papers in Pith

Robust Statistical Estimators with Bounded Empirical Sensitivity

On Optimal Hyperparameters for Differentially Private Deep Transfer Learning

Receipt and verification

First computed	2026-07-05T06:43:16.051248Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

860492f4d2c45e32676cb8a522f680f52ce75b68dde35fcef064974f95ac0c6f

Aliases

arxiv: 2308.10888 · arxiv_version: 2308.10888v1 · doi: 10.48550/arxiv.2308.10888 · pith_short_12: QYCJF5GSYRPD · pith_short_16: QYCJF5GSYRPDEZ3M · pith_short_8: QYCJF5GS

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/QYCJF5GSYRPDEZ3MXCSSF5UA6U \
  | 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: 860492f4d2c45e32676cb8a522f680f52ce75b68dde35fcef064974f95ac0c6f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "df9cc9b2e14cc0a9b1a785c35dfd5e665a627bfacbc1a5089648412383712792",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.CY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-08-21T17:42:33Z",
    "title_canon_sha256": "0d6a98880ecac0c1ee0a1147d9999d6c516de6815ce78f7fc185b5a6039960e4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.10888",
    "kind": "arxiv",
    "version": 1
  }
}