Pith Number

pith:B5E3YP6F

pith:2024:B5E3YP6FFUICLVPD2QKP37QJGD

not attested not anchored not stored refs pending

Privacy-Preserving Aggregation for Decentralized Learning with Byzantine-Robustness

Ali Reza Ghavamipour, Benjamin Zi Hao Zhao, Fatih Turkmen, Oguzhan Ersoy

arxiv:2404.17970 v1 · 2024-04-27 · cs.CR · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{B5E3YP6FFUICLVPD2QKP37QJGD}

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

Giskard : Byzantine Robust and Confidential Aggregation for Large-Scale Decentralized Learning

Receipt and verification

First computed	2026-07-05T08:12:56.400590Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0f49bc3fc52d1025d5e3d414fdfe0930f66c4447945d5eb14b2c7dd7ad1d8abd

Aliases

arxiv: 2404.17970 · arxiv_version: 2404.17970v1 · doi: 10.48550/arxiv.2404.17970 · pith_short_12: B5E3YP6FFUIC · pith_short_16: B5E3YP6FFUICLVPD · pith_short_8: B5E3YP6F

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/B5E3YP6FFUICLVPD2QKP37QJGD \
  | 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: 0f49bc3fc52d1025d5e3d414fdfe0930f66c4447945d5eb14b2c7dd7ad1d8abd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b793bbf518e87b8afe890f66d1468aa628236571b17e5ba03dd135c84794e706",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-04-27T18:17:36Z",
    "title_canon_sha256": "02cdd124e00b2c0fc22dea76d40794c63571efbc1d8f7d10c47ed5157bd137b9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.17970",
    "kind": "arxiv",
    "version": 1
  }
}