Pith Number

pith:XJTT3MU3

pith:2019:XJTT3MU33CQ5U7SDOMTHTZSIC3

not attested not anchored not stored refs pending

Robust and Communication-Efficient Federated Learning from Non-IID Data

Felix Sattler, Klaus-Robert M\"uller, Simon Wiedemann, Wojciech Samek

arxiv:1903.02891 v1 · 2019-03-07 · cs.LG · cs.AI · cs.DC · 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{XJTT3MU33CQ5U7SDOMTHTZSIC3}

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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

2 papers in Pith

Measuring the Effects of Non-Identical Data Distribution for Federated Visual Classification

Rescaled Asynchronous SGD: Optimal Distributed Optimization under Data and System Heterogeneity

Receipt and verification

First computed	2026-05-17T23:51:50.846941Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ba673db29bd8a1da7e43732679e64816ecf5c72a522fa83eafac7aaa26ed6c3d

Aliases

arxiv: 1903.02891 · arxiv_version: 1903.02891v1 · doi: 10.48550/arxiv.1903.02891 · pith_short_12: XJTT3MU33CQ5 · pith_short_16: XJTT3MU33CQ5U7SD · pith_short_8: XJTT3MU3

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/XJTT3MU33CQ5U7SDOMTHTZSIC3 \
  | 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: ba673db29bd8a1da7e43732679e64816ecf5c72a522fa83eafac7aaa26ed6c3d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3db4067cdaa79793accadcb48cd0f44f5c4f1b2e786fe8a16ee93452d84e6ee8",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-03-07T13:10:30Z",
    "title_canon_sha256": "1ebe74bf73169df48d3e7fa4aed74099f2eaa58bc17689f4142fe2d553f6aa8f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1903.02891",
    "kind": "arxiv",
    "version": 1
  }
}