Pith Number

pith:UV7FY4GU

pith:2017:UV7FY4GUT7ZMUOQRJ5GXRNUM3X

not attested not anchored not stored refs pending

Differentially Private Federated Learning: A Client Level Perspective

Moin Nabi, Robin C. Geyer, Tassilo Klein

arxiv:1712.07557 v2 · 2017-12-20 · cs.CR · cs.LG · 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{UV7FY4GUT7ZMUOQRJ5GXRNUM3X}

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

12 papers in Pith

Convergent Differential Privacy Analysis for General Federated Learning

Act in Collusion: Distributed Multi-Target Backdoor Attacks in Federated Learning

Statistical Limits and Efficient Algorithms for Differentially Private Federated Learning

DP-FedAdamW: An Efficient Optimizer for Differentially Private Federated Large Models

Compliance Management for Federated Data Processing

Receipt and verification

First computed	2026-05-18T00:22:15.759253Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a57e5c70d49ff2ca3a114f4d78b68cdde05df31267bb9c29861ad5a250fcdc5b

Aliases

arxiv: 1712.07557 · arxiv_version: 1712.07557v2 · doi: 10.48550/arxiv.1712.07557 · pith_short_12: UV7FY4GUT7ZM · pith_short_16: UV7FY4GUT7ZMUOQR · pith_short_8: UV7FY4GU

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/UV7FY4GUT7ZMUOQRJ5GXRNUM3X \
  | 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: a57e5c70d49ff2ca3a114f4d78b68cdde05df31267bb9c29861ad5a250fcdc5b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "47f9da79da499055ab3473eb4166b608bf80f6f633f783b87515f74fa95d2dd4",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2017-12-20T16:28:37Z",
    "title_canon_sha256": "41c6e5cb0f49971737db9beaa731239e41e42156bf5206ddfad6b8b024515720"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1712.07557",
    "kind": "arxiv",
    "version": 2
  }
}