Pith Number

pith:5HOL7GDH

pith:2023:5HOL7GDHTVJEDDOGOTSHIL2Y4M

not attested not anchored not stored refs pending

ByzSecAgg: A Byzantine-Resistant Secure Aggregation Scheme for Federated Learning Based on Coded Computing and Vector Commitment

Giuseppe Caire, Mohammad Ali Maddah-Ali, Tayyebeh Jahani-Nezhad

arxiv:2302.09913 v4 · 2023-02-20 · cs.CR · cs.DC · cs.IT · cs.LG · math.IT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5HOL7GDHTVJEDDOGOTSHIL2Y4M}

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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

Private Aggregation for Byzantine-Resilient Heterogeneous Federated Learning

Receipt and verification

First computed	2026-07-05T11:17:21.188876Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e9dcbf98679d52418dc674e4742f58e3026894d65ca6a91b871050fec784cc6a

Aliases

arxiv: 2302.09913 · arxiv_version: 2302.09913v4 · doi: 10.48550/arxiv.2302.09913 · pith_short_12: 5HOL7GDHTVJE · pith_short_16: 5HOL7GDHTVJEDDOG · pith_short_8: 5HOL7GDH

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/5HOL7GDHTVJEDDOGOTSHIL2Y4M \
  | 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: e9dcbf98679d52418dc674e4742f58e3026894d65ca6a91b871050fec784cc6a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c5c9dddc2652b0b759fa3778a12f5eb8d2f4bca4e4a11e715f2690ef913a555a",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.IT",
      "cs.LG",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2023-02-20T11:15:18Z",
    "title_canon_sha256": "5ec665f99a0b07e1578b8a5bfeb2d5f441fe52a944840f8a24f15cdacce97f0c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.09913",
    "kind": "arxiv",
    "version": 4
  }
}