Pith Number

pith:2JSTOA6X

pith:2025:2JSTOA6XS2KUM2GPWN3WLA24CQ

not attested not anchored not stored refs pending

ByzFL: Research Framework for Robust Federated Learning

Fran\c{c}ois Ta\"iani, Geovani Rizk, John Stephan, Marc Gonz\'alez, Rachid Guerraoui, Rafael Pinot

arxiv:2505.24802 v1 · 2025-05-30 · 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{2JSTOA6XS2KUM2GPWN3WLA24CQ}

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

3 papers in Pith

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

Unveiling the Non-Monotonic Effect of Privacy on Generalization under Byzantine Robustness

Dangerous Liaisons of Convex Learning and Non-Affine Aggregation

Receipt and verification

First computed	2026-07-05T11:12:56.910885Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d2653703d796954668cfb37765835c1408157dceae14456aab8c15dd25a97460

Aliases

arxiv: 2505.24802 · arxiv_version: 2505.24802v1 · doi: 10.48550/arxiv.2505.24802 · pith_short_12: 2JSTOA6XS2KU · pith_short_16: 2JSTOA6XS2KUM2GP · pith_short_8: 2JSTOA6X

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/2JSTOA6XS2KUM2GPWN3WLA24CQ \
  | 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: d2653703d796954668cfb37765835c1408157dceae14456aab8c15dd25a97460

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ad69edad5cd2fd7cd004430ef4925996f02b7c7e7e35cff5922812da1a5b9d54",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-30T17:08:15Z",
    "title_canon_sha256": "6ef8803781f8add02473dee7e535c82bb909c3bd884eeb09058d34827b900898"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.24802",
    "kind": "arxiv",
    "version": 1
  }
}