Pith Number

pith:4ZSYW4E3

pith:2022:4ZSYW4E3UXZ5OGQV5GON3M652Y

not attested not anchored not stored refs pending

Convergence Acceleration in Wireless Federated Learning: A Stackelberg Game Approach

Chuan Heng Foh, Kaidi Wang, Mahdi Boloursaz Mashhadi, Rahim Tafazolli, Yi Ma, Zhi Ding

arxiv:2209.06623 v2 · 2022-09-14 · 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{4ZSYW4E3UXZ5OGQV5GON3M652Y}

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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

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks

Receipt and verification

First computed	2026-07-05T08:32:27.731106Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e6658b709ba5f3d71a15e99cddb3ddd626fb22ab9835cb8f8e044c452b063e61

Aliases

arxiv: 2209.06623 · arxiv_version: 2209.06623v2 · doi: 10.48550/arxiv.2209.06623 · pith_short_12: 4ZSYW4E3UXZ5 · pith_short_16: 4ZSYW4E3UXZ5OGQV · pith_short_8: 4ZSYW4E3

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/4ZSYW4E3UXZ5OGQV5GON3M652Y \
  | 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: e6658b709ba5f3d71a15e99cddb3ddd626fb22ab9835cb8f8e044c452b063e61

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "652399a59fc91a94a4c8369f0212284d35a021a5ab2ef60a0b03e7dd28d4d099",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-14T13:20:26Z",
    "title_canon_sha256": "dd0dc5b504be4405c231563957a36c4f99a7bdac0ad661e2374be3a5dddfd519"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.06623",
    "kind": "arxiv",
    "version": 2
  }
}