Pith Number

pith:VMHN7XQW

pith:2024:VMHN7XQWDHQDCT5U4XSPTU6KWB

not attested not anchored not stored refs pending

Towards Satellite Non-IID Imagery: A Spectral Clustering-Assisted Federated Learning Approach

Choong Seon Hong, Chu Myaet Thwal, Luyao Zou, Yan Kyaw Tun, Yu Min Park, Zhu Han

arxiv:2410.13602 v2 · 2024-10-17 · cs.NI · 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{VMHN7XQWDHQDCT5U4XSPTU6KWB}

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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

FedRings: A Scalable and Topology-Aware Federated Learning Framework for LEO Satellite Constellations

Receipt and verification

First computed	2026-07-05T09:22:24.228474Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ab0edfde1619e0314fb4e5e4f9d3cab077de3ac0b0b5c9cc15f43b7ea054da87

Aliases

arxiv: 2410.13602 · arxiv_version: 2410.13602v2 · doi: 10.48550/arxiv.2410.13602 · pith_short_12: VMHN7XQWDHQD · pith_short_16: VMHN7XQWDHQDCT5U · pith_short_8: VMHN7XQW

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/VMHN7XQWDHQDCT5U4XSPTU6KWB \
  | 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: ab0edfde1619e0314fb4e5e4f9d3cab077de3ac0b0b5c9cc15f43b7ea054da87

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3fffe69fd42cc68f4ac5229871aa46a4f3e9a7379beb8f356d4c520aae2749f5",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2024-10-17T14:36:58Z",
    "title_canon_sha256": "54e449b33df3bf7b8e85bccc7eb257898a399bbffeaea32b29c718a3d77d41af"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.13602",
    "kind": "arxiv",
    "version": 2
  }
}