Pith Number

pith:OUVH2Z2A

pith:2020:OUVH2Z2ARGYFAPMMRECYKYFEE2

not attested not anchored not stored refs pending

Federated Learning with Matched Averaging

Dimitris Papailiopoulos, Hongyi Wang, Mikhail Yurochkin, Yasaman Khazaeni, Yuekai Sun

arxiv:2002.06440 v1 · 2020-02-15 · 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{OUVH2Z2ARGYFAPMMRECYKYFEE2}

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

4 papers in Pith

Robust Federated Learning Under Real-World Client Churn

Beyond Structural Symmetries: Linear Mode Connectivity via Neuron Identifiability

Q-RAIL: A Reliability-Aware Framework for Quantum Federated Learning on Heterogeneous Noisy Hardware

Flat Channels to Infinity in Neural Loss Landscapes

Receipt and verification

First computed	2026-07-05T00:41:06.256339Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

752a7d674089b0503d8c89058560a426a55b2e79b345e7d8e2dbb9571cd8037b

Aliases

arxiv: 2002.06440 · arxiv_version: 2002.06440v1 · doi: 10.48550/arxiv.2002.06440 · pith_short_12: OUVH2Z2ARGYF · pith_short_16: OUVH2Z2ARGYFAPMM · pith_short_8: OUVH2Z2A

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/OUVH2Z2ARGYFAPMMRECYKYFEE2 \
  | 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: 752a7d674089b0503d8c89058560a426a55b2e79b345e7d8e2dbb9571cd8037b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c0c134b9560faf4b52ae8ac7638f1bf1e28af75b6d0aa1514573c4cb7036708e",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-02-15T20:09:24Z",
    "title_canon_sha256": "4bfd486ae366c9763be4e11bedc4a29f97060d691896d9ca9e28cc625bfee1cf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.06440",
    "kind": "arxiv",
    "version": 1
  }
}