Pith Number

pith:KZNEMLLK

pith:2024:KZNEMLLKZJMYOLOYV3HMY3HXGK

not attested not anchored not stored refs pending

DFedSat: Communication-Efficient and Robust Decentralized Federated Learning for LEO Satellite Constellations

Jingjing Zhang, Minghao Yang, Shengyun Liu

arxiv:2407.05850 v1 · 2024-07-08 · cs.DC

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KZNEMLLKZJMYOLOYV3HMY3HXGK}

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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	2026-07-05T08:41:19.495951Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

565a462d6aca59872dd8aececc6cf7329bf4122bcb79a831972fff22a61c25ec

Aliases

arxiv: 2407.05850 · arxiv_version: 2407.05850v1 · doi: 10.48550/arxiv.2407.05850 · pith_short_12: KZNEMLLKZJMY · pith_short_16: KZNEMLLKZJMYOLOY · pith_short_8: KZNEMLLK

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/KZNEMLLKZJMYOLOYV3HMY3HXGK \
  | 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: 565a462d6aca59872dd8aececc6cf7329bf4122bcb79a831972fff22a61c25ec

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "56f1effde4d31fcea096d67940dfeb0e7d1f0af698607ed39e27c44119287293",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-07-08T12:00:49Z",
    "title_canon_sha256": "818bfc5fad6e88be60a56d329ab2a9739d9c055cc4d9826b427bd0160a3e7ea3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.05850",
    "kind": "arxiv",
    "version": 1
  }
}