Pith Number

pith:MI67GDQ3

pith:2019:MI67GDQ3PL7GNKGB4NTLXTU6O3

not attested not anchored not stored refs pending

Towards Fair and Privacy-Preserving Federated Deep Models

Han Yu, Jiangshan Yu, Jiong Jin, Karthik Nandakumar, Kee Siong Ng, Lingjuan Lyu, Xingjun Ma, Yitong Li

arxiv:1906.01167 v3 · 2019-06-04 · cs.CR · cs.AI · 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{MI67GDQ3PL7GNKGB4NTLXTU6O3}

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

Strategic Incentivization for Locally Differentially Private Federated Learning

Receipt and verification

First computed	2026-07-05T01:03:39.839486Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

623df30e1b7afe66a8c1e366bbce9e76dad2712edeb728a6a0ebfbdeb673e2f4

Aliases

arxiv: 1906.01167 · arxiv_version: 1906.01167v3 · doi: 10.48550/arxiv.1906.01167 · pith_short_12: MI67GDQ3PL7G · pith_short_16: MI67GDQ3PL7GNKGB · pith_short_8: MI67GDQ3

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/MI67GDQ3PL7GNKGB4NTLXTU6O3 \
  | 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: 623df30e1b7afe66a8c1e366bbce9e76dad2712edeb728a6a0ebfbdeb673e2f4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a46fd8b01986e22990f1bc876dece63da14868416c4fad35746244caadad4926",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2019-06-04T02:43:42Z",
    "title_canon_sha256": "4968da6e1907f43a0343a91fa561a00833719582896476db260fc8df3ffb399e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.01167",
    "kind": "arxiv",
    "version": 3
  }
}