Pith Number

pith:ZJSXUP4L

pith:2019:ZJSXUP4LL5E64FJ4UF2MSB7MIO

not attested not anchored not stored refs pending

Byzantine-Robust Federated Machine Learning through Adaptive Model Averaging

Emil C. Lupu, Kenneth T. Co, Luis Mu\~noz-Gonz\'alez

arxiv:1909.05125 v1 · 2019-09-11 · stat.ML · cs.DC · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZJSXUP4LL5E64FJ4UF2MSB7MIO}

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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

3 papers in Pith

Aggressive or Imperceptible, or Both: Network Pruning Assisted Hybrid Byzantines in Federated Learning

SecureAFL: Secure Asynchronous Federated Learning

AdaBFL: Multi-Layer Defensive Adaptive Aggregation for Bzantine-Robust Federated Learning

Receipt and verification

First computed	2026-07-05T00:04:03.257392Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ca657a3f8b5f49ee153ca174c907ec43ad44d08432c6fd12db2530f282d55def

Aliases

arxiv: 1909.05125 · arxiv_version: 1909.05125v1 · doi: 10.48550/arxiv.1909.05125 · pith_short_12: ZJSXUP4LL5E6 · pith_short_16: ZJSXUP4LL5E64FJ4 · pith_short_8: ZJSXUP4L

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/ZJSXUP4LL5E64FJ4UF2MSB7MIO \
  | 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: ca657a3f8b5f49ee153ca174c907ec43ad44d08432c6fd12db2530f282d55def

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "deabdcf7ac67414e212928bc59cf27e6bbdfd2dd7e997d3a1960115a4ae3c944",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2019-09-11T15:19:36Z",
    "title_canon_sha256": "9cb7497382245d2a031a36d8610070e2330f03dae7d3ad17e8bf6426fcb65c97"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1909.05125",
    "kind": "arxiv",
    "version": 1
  }
}