Pith Number

pith:EHRCHBKT

pith:2025:EHRCHBKTMU7ZHMIXKFMJX2ICRH

not attested not anchored not stored refs pending

Federated Learning: From Theory to Practice

A. Jung

arxiv:2505.19183 v2 · 2025-05-25 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EHRCHBKTMU7ZHMIXKFMJX2ICRH}

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

SCOPE-FL: A Strategy-proof Chain-based Optimal pareto efficient Federated Learning System

Receipt and verification

First computed	2026-07-05T11:18:43.185298Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

21e2238553653f93b11751589be90289d0000ecb9c6f3efc4fa27af96e52adbf

Aliases

arxiv: 2505.19183 · arxiv_version: 2505.19183v2 · doi: 10.48550/arxiv.2505.19183 · pith_short_12: EHRCHBKTMU7Z · pith_short_16: EHRCHBKTMU7ZHMIX · pith_short_8: EHRCHBKT

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/EHRCHBKTMU7ZHMIXKFMJX2ICRH \
  | 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: 21e2238553653f93b11751589be90289d0000ecb9c6f3efc4fa27af96e52adbf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6f4fbc61fa6f25ffeabffdf60679281489ebfe2ba797a531c91d0a8a9db14eb6",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-25T15:05:21Z",
    "title_canon_sha256": "c5a34a296e577462506e18d086c5304697acbed65bc9a7b6166f197f087f55ac"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.19183",
    "kind": "arxiv",
    "version": 2
  }
}