Pith Number

pith:U44XHCGM

pith:2022:U44XHCGMS6BELKJFGDNG2SNKRQ

not attested not anchored not stored refs pending

Sparse Random Networks for Communication-Efficient Federated Learning

Berivan Isik, Deniz Gunduz, Francesco Pase, Michele Zorzi, Tsachy Weissman

arxiv:2209.15328 v2 · 2022-09-30 · cs.LG · stat.AP · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{U44XHCGMS6BELKJFGDNG2SNKRQ}

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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

1 paper in Pith

Representation-Aligned Multi-Scale Personalization for Federated Learning

Receipt and verification

First computed	2026-07-05T05:40:09.003781Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a7397388cc978245a92530da6d49aa8c16229e923e1271497c577fefa6245331

Aliases

arxiv: 2209.15328 · arxiv_version: 2209.15328v2 · doi: 10.48550/arxiv.2209.15328 · pith_short_12: U44XHCGMS6BE · pith_short_16: U44XHCGMS6BELKJF · pith_short_8: U44XHCGM

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/U44XHCGMS6BELKJFGDNG2SNKRQ \
  | 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: a7397388cc978245a92530da6d49aa8c16229e923e1271497c577fefa6245331

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5940797d8d65a48d5bb5b4c93e5f5dc543c7819aa51d521be242227c0bd68574",
    "cross_cats_sorted": [
      "stat.AP",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-30T09:11:09Z",
    "title_canon_sha256": "088ffb3949205d0b79726af9de5ec4cda82c77d60436a6079c9a20c434bfa0c0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.15328",
    "kind": "arxiv",
    "version": 2
  }
}