Pith Number

pith:6BB5CQQI

pith:2025:6BB5CQQIFHO45MEOEEPN3WAYC6

not attested not anchored not stored refs pending

FedGreed: A Byzantine-Robust Loss-Based Aggregation Method for Federated Learning

Antonios Makris, Dusan Jakovetic, Emmanouil Kritharakis, Konstantinos Tserpes

arxiv:2508.18060 v1 · 2025-08-25 · 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{6BB5CQQIFHO45MEOEEPN3WAYC6}

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.

Receipt and verification

First computed	2026-07-05T11:58:52.929570Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f043d1420829ddceb08e211eddd81817a17ea1848b5d0ce752885c0280d39e4a

Aliases

arxiv: 2508.18060 · arxiv_version: 2508.18060v1 · doi: 10.48550/arxiv.2508.18060 · pith_short_12: 6BB5CQQIFHO4 · pith_short_16: 6BB5CQQIFHO45MEO · pith_short_8: 6BB5CQQI

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/6BB5CQQIFHO45MEOEEPN3WAYC6 \
  | 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: f043d1420829ddceb08e211eddd81817a17ea1848b5d0ce752885c0280d39e4a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a9c7f4ea008bcc56b0a69142b717a6ed026c6c03a7f0cbe7093ab11b1916c2fd",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-25T14:20:19Z",
    "title_canon_sha256": "3b7ae0c17e7ca90cb528fa73a19e73f6f2f85b3d080c5a172ed7ee555957c118"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.18060",
    "kind": "arxiv",
    "version": 1
  }
}