Pith Number

pith:ITPEVLSV

pith:2020:ITPEVLSVSGYXS725MCC5OG3K6V

not attested not anchored not stored refs pending

Federated Multi-Mini-Batch: An Efficient Training Approach to Federated Learning in Non-IID Environments

Amirhossein Bayat, David B. Blumenthal, Jan Baumbach, Markus List, Mohammad Bakhtiari, Reihaneh Torkzadehmahani, Reza Nasirigerdeh

arxiv:2011.07006 v2 · 2020-11-13 · 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{ITPEVLSVSGYXS725MCC5OG3K6V}

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	2026-07-05T02:54:52.339155Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

44de4aae5591b1797f5d6085d71b6af562a3ff62fd585f288a9d96f0f6210ed4

Aliases

arxiv: 2011.07006 · arxiv_version: 2011.07006v2 · doi: 10.48550/arxiv.2011.07006 · pith_short_12: ITPEVLSVSGYX · pith_short_16: ITPEVLSVSGYXS725 · pith_short_8: ITPEVLSV

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/ITPEVLSVSGYXS725MCC5OG3K6V \
  | 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: 44de4aae5591b1797f5d6085d71b6af562a3ff62fd585f288a9d96f0f6210ed4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0ca1a212655ec2a47b6f48280eec28ab4aacdd66183be91fc26710ab730293a3",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-11-13T16:39:27Z",
    "title_canon_sha256": "d6d24155dc14f98bb6f4bed8a26a451cbad94aafcc2512e12455bac3c9819105"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2011.07006",
    "kind": "arxiv",
    "version": 2
  }
}