Pith. sign in

Communication-efficient federated optimization over semi-decentralized networks,

3 Pith papers cite this work, alongside 4 external citations. Polarity classification is still indexing.

3 Pith papers citing it
4 external citations · external index

citation-role summary

background 1

citation-polarity summary

years

2026 3

roles

background 1

polarities

background 1

representative citing papers

Secure Decentralized Federated Learning via Gossip and Virtual Voting

cs.LG · 2026-07-09 · conditional · novelty 6.0

A gossip-native DAG consensus layer for decentralized federated learning certifies model-origin provenance via Hashgraph-style virtual voting, achieving learning quality comparable to blockchain-assisted FL with lower coordination overhead.

citing papers explorer

Showing 3 of 3 citing papers.