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Timothy Castiglia

8 papers hereh-index 9267 citations12 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author5
  • middle author3

Across the 8 of 8 papers where every author was matched, so the position is known.

fields
  • cs.LG5
  • cs.DC2
  • cs.SI1

identity via Semantic Scholar / OpenAlex

activity
20192025
most citedCross-Silo Federated Learning for Multi-Tier Networks with Vertical and Horizontal Data Partitioning

23 citations · 43 across the 7 of their papers we have counts for

collaborators
Showing 2022Show all

2 papers · 1 filter

cs.DC2022★ 2 cited

Flexible Vertical Federated Learning with Heterogeneous Parties

Timothy Castiglia, Shiqiang Wang, Stacy Patterson

We propose Flexible Vertical Federated Learning (Flex-VFL), a distributed machine algorithm that trains a smooth, non-convex function in a distributed system with vertically partit…

cs.LG2022★ 5 cited

Compressed-VFL: Communication-Efficient Learning with Vertically Partitioned Data

Timothy Castiglia, Anirban Das, Shiqiang Wang +1

We propose Compressed Vertical Federated Learning (C-VFL) for communication-efficient training on vertically partitioned data. In C-VFL, a server and multiple parties collaborative…

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