Pith Number

pith:Y7O63VBO

pith:2021:Y7O63VBOXWPE42K5PIRM4OCTAB

not attested not anchored not stored refs pending

Privacy-Preserving Machine Learning: Methods, Challenges and Directions

James Joshi, Nathalie Baracaldo, Runhua Xu

arxiv:2108.04417 v2 · 2021-08-10 · cs.LG · cs.AI · 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{Y7O63VBOXWPE42K5PIRM4OCTAB}

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

8 papers in Pith

Near-Exponential Convergence Rates for kNN Classification based on Boltzmann Margin

Nonlinear Data Integration via Kernel Methods for Data Collaboration Analysis

Data Collaboration Analysis with Orthonormal Basis Selection and Alignment

RESFL: An Uncertainty-Aware Framework for Responsible Federated Learning by Balancing Privacy, Fairness and Utility

FedPF: Accurate Target Privacy Preserving Federated Learning Balancing Fairness and Utility

Receipt and verification

First computed	2026-07-05T03:16:33.742489Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c7ddedd42ebd9e4e695d7a22ce38530077d6c644bc8dd86d6463c5b64cdcb451

Aliases

arxiv: 2108.04417 · arxiv_version: 2108.04417v2 · doi: 10.48550/arxiv.2108.04417 · pith_short_12: Y7O63VBOXWPE · pith_short_16: Y7O63VBOXWPE42K5 · pith_short_8: Y7O63VBO

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/Y7O63VBOXWPE42K5PIRM4OCTAB \
  | 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: c7ddedd42ebd9e4e695d7a22ce38530077d6c644bc8dd86d6463c5b64cdcb451

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4264705e160b7dbd8a31d988921bc62c8e7e77e8aef507f1ccbfe15f46f44dfa",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-08-10T02:58:31Z",
    "title_canon_sha256": "3b97da0b1c7f54acd51c95b4d6fd799a60e9454c9f91594a9c72d62545558488"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2108.04417",
    "kind": "arxiv",
    "version": 2
  }
}