Pith Number

pith:H575DKP6

pith:2021:H575DKP6JISLHRYXQIVPNMS6LC

not attested not anchored not stored refs pending

FedJAX: Federated learning simulation with JAX

Ananda Theertha Suresh, Jae Hun Ro, Ke Wu

arxiv:2108.02117 v2 · 2021-08-04 · 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{H575DKP6JISLHRYXQIVPNMS6LC}

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

Strategies for Improving Communication Efficiency in Distributed and Federated Learning: Compression, Local Training, and Personalization

Receipt and verification

First computed	2026-07-05T03:29:29.607613Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3f7fd1a9fe4a24b3c717822af6b25e58ab2af7ab1279c73cc59382ec1401c8b5

Aliases

arxiv: 2108.02117 · arxiv_version: 2108.02117v2 · doi: 10.48550/arxiv.2108.02117 · pith_short_12: H575DKP6JISL · pith_short_16: H575DKP6JISLHRYX · pith_short_8: H575DKP6

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/H575DKP6JISLHRYXQIVPNMS6LC \
  | 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: 3f7fd1a9fe4a24b3c717822af6b25e58ab2af7ab1279c73cc59382ec1401c8b5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "449c7fc21ece67a409fca4cbbef0d059b05fb09cfef1ae74e26440960fe435d7",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-08-04T15:41:32Z",
    "title_canon_sha256": "695acc29c5469473a2d441e13e357bdf70335c67b563d6173243b5a9261154b2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2108.02117",
    "kind": "arxiv",
    "version": 2
  }
}