Pith Number

pith:KQG4TSP2

pith:2024:KQG4TSP25ZECUGCL5J4GGDK77P

not attested not anchored not stored refs pending

Communication-Efficient Byzantine-Resilient Federated Zero-Order Optimization

Afonso de S\'a Delgado Neto, Maximilian Egger, Mayank Bakshi, Rawad Bitar

arxiv:2406.14362 v1 · 2024-06-20 · cs.LG · 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{KQG4TSP25ZECUGCL5J4GGDK77P}

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

Private Aggregation for Byzantine-Resilient Heterogeneous Federated Learning

Receipt and verification

First computed	2026-07-05T08:34:49.651854Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

540dc9c9faee482a184bea78630d5ffbce01af92dc39e35bd6097eda32dd309f

Aliases

arxiv: 2406.14362 · arxiv_version: 2406.14362v1 · doi: 10.48550/arxiv.2406.14362 · pith_short_12: KQG4TSP25ZEC · pith_short_16: KQG4TSP25ZECUGCL · pith_short_8: KQG4TSP2

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/KQG4TSP25ZECUGCL5J4GGDK77P \
  | 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: 540dc9c9faee482a184bea78630d5ffbce01af92dc39e35bd6097eda32dd309f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7feaac81e5d6f6c24208a1734a7ea3e730f33e6c5a9e397a9eabc01946649e65",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-20T14:36:12Z",
    "title_canon_sha256": "4651a7bf9a3c4b7c9f358b58e587ee5bd580f0494d50a41375481b5d44a8aa2f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.14362",
    "kind": "arxiv",
    "version": 1
  }
}