Pith Number

pith:4BTZ4DAA

pith:2023:4BTZ4DAAZ2RBYAO6DTS5FJMI2I

not attested not anchored not stored refs pending

Efficient Secure Aggregation for Privacy-Preserving Federated Machine Learning

Arman Riasi, Balaji Padmanabhan, Reza Ebrahimi, Rouzbeh Behnia, Sherman S. M. Chow, Thang Hoang

arxiv:2304.03841 v6 · 2023-04-07 · 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{4BTZ4DAAZ2RBYAO6DTS5FJMI2I}

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

Efficient Full-Stack Private Federated Deep Learning with Post-Quantum Security

Receipt and verification

First computed	2026-07-05T09:33:07.242818Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e0679e0c00cea21c01de1ce5d2a588d215cece3d2a933bdbefda39dca0a62667

Aliases

arxiv: 2304.03841 · arxiv_version: 2304.03841v6 · doi: 10.48550/arxiv.2304.03841 · pith_short_12: 4BTZ4DAAZ2RB · pith_short_16: 4BTZ4DAAZ2RBYAO6 · pith_short_8: 4BTZ4DAA

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/4BTZ4DAAZ2RBYAO6DTS5FJMI2I \
  | 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: e0679e0c00cea21c01de1ce5d2a588d215cece3d2a933bdbefda39dca0a62667

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "97c47b4d911a27f9d427ffb2eb2c7a24a5e68762f258a95aa557e95eb39db220",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2023-04-07T20:44:06Z",
    "title_canon_sha256": "d53198305e97d14fd000d8924a4a447a0349582f193682bf33603a11e3507e2c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.03841",
    "kind": "arxiv",
    "version": 6
  }
}