Pith. sign in
Pith Number

pith:4XS6HZUZ

pith:2022:4XS6HZUZZH5NLQSRQIPFENRI5O
not attested not anchored not stored refs pending

FedUKD: Federated UNet Model with Knowledge Distillation for Land Use Classification from Satellite and Street Views

Goh Siow Mong Rick, Kinshuk Dua, Liu Yong, Neha Thomas, Pratik Garai, Qingsong Wei, Renuga Kanagavelu, Simon Elias, Susan Elias

arxiv:2212.02196 v1 · 2022-12-05 · cs.CV · cs.DC · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{4XS6HZUZZH5NLQSRQIPFENRI5O}

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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.
Receipt and verification
First computed 2026-07-05T05:22:21.756565Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e5e5e3e699c9fad5c251821e523628ebab00ccce8655e2700e4f60aa615b8589

Aliases

arxiv: 2212.02196 · arxiv_version: 2212.02196v1 · doi: 10.48550/arxiv.2212.02196 · pith_short_12: 4XS6HZUZZH5N · pith_short_16: 4XS6HZUZZH5NLQSR · pith_short_8: 4XS6HZUZ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/4XS6HZUZZH5NLQSRQIPFENRI5O \
  | 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: e5e5e3e699c9fad5c251821e523628ebab00ccce8655e2700e4f60aa615b8589
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "1e2f2217768670bc4cc54d140980118eec944926d3b29bb0e23630a05d121c06",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-12-05T12:14:00Z",
    "title_canon_sha256": "e63efaa78063a47d4d56f4961121074c3c55ee70202f9586365535ab3b6855bf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.02196",
    "kind": "arxiv",
    "version": 1
  }
}