Pith Number

pith:FNRMSRHD

pith:2022:FNRMSRHDI6PGOMEGKRGDWJMW3M

not attested not anchored not stored refs pending

Toward Training at ImageNet Scale with Differential Privacy

Abhradeep Thakurta, Alexey Kurakin, Andreas Terzis, Roxana Geambasu, Shuang Song, Steve Chien

arxiv:2201.12328 v2 · 2022-01-28 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FNRMSRHDI6PGOMEGKRGDWJMW3M}

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

4 papers in Pith

Privacy Leakage via Output Label Space and Differentially Private Continual Learning

High-Dimensional Private Linear Regression with Optimal Rates

Fundamental Limitations of Favorable Privacy-Utility Guarantees for DP-SGD

Differentially Private Contrastive Learning via Bounding Group-level Contribution

Receipt and verification

First computed	2026-07-05T03:55:32.212451Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2b62c944e3479e673086544c3b2596db261eb4411d6f02ce50d80f85ff2b4baa

Aliases

arxiv: 2201.12328 · arxiv_version: 2201.12328v2 · doi: 10.48550/arxiv.2201.12328 · pith_short_12: FNRMSRHDI6PG · pith_short_16: FNRMSRHDI6PGOMEG · pith_short_8: FNRMSRHD

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/FNRMSRHDI6PGOMEGKRGDWJMW3M \
  | 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: 2b62c944e3479e673086544c3b2596db261eb4411d6f02ce50d80f85ff2b4baa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c4c0b8b9dc790f8850c525e3a01dce698f2dea4fb6d61a4f73540acae5c2bfd5",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-01-28T18:48:18Z",
    "title_canon_sha256": "ce7bf3bdfd1a18076dfab28a8f4d65ff98e4d5087dba3ef0fc4ef1f072c14df0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2201.12328",
    "kind": "arxiv",
    "version": 2
  }
}