Pith Number

pith:42HQP7RV

pith:2020:42HQP7RVYB2FPYNQKX7JWNLT5H

not attested not anchored not stored refs pending

Reducing Risk of Model Inversion Using Privacy-Guided Training

Abigail Goldsteen, Ariel Farkash, Gilad Ezov

arxiv:2006.15877 v1 · 2020-06-29 · 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{42HQP7RVYB2FPYNQKX7JWNLT5H}

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

1 paper in Pith

Deep Learning Model Inversion Attacks and Defenses: A Comprehensive Survey

Receipt and verification

First computed	2026-07-05T01:14:10.416437Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e68f07fe35c07457e1b055fe9b3573e9e124db74cf02c036f4fc85004382dc43

Aliases

arxiv: 2006.15877 · arxiv_version: 2006.15877v1 · doi: 10.48550/arxiv.2006.15877 · pith_short_12: 42HQP7RVYB2F · pith_short_16: 42HQP7RVYB2FPYNQ · pith_short_8: 42HQP7RV

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/42HQP7RVYB2FPYNQKX7JWNLT5H \
  | 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: e68f07fe35c07457e1b055fe9b3573e9e124db74cf02c036f4fc85004382dc43

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3b2ffab21eae3ea856fb000251493167dc99a3e2a01522898ff3ec41ed980507",
    "cross_cats_sorted": [
      "cs.CR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-29T09:02:16Z",
    "title_canon_sha256": "505873002da7d12b276d60c96690b0582e744364d42c37fbd70a8b4e1bd3d7d1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.15877",
    "kind": "arxiv",
    "version": 1
  }
}