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Timothy Castiglia
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Multi-level local SGD: Distributed SGD for heterogeneous hierarchical networks
T Castiglia, A Das, S Patterson
International Conference on Learning Representations, 2020
39*2020
Compressed-vfl: Communication-efficient learning with vertically partitioned data
TJ Castiglia, A Das, S Wang, S Patterson
International Conference on Machine Learning, 2738-2766, 2022
312022
Shifting opinions in a social network through leader selection
Y Yi, T Castiglia, S Patterson
IEEE Transactions on Control of Network Systems 8 (3), 1116-1127, 2021
222021
Design and instrumentation of an intelligent building testbed
M Minakais, S Mishra, JT Wen, L Lagace, T Castiglia
2015 IEEE International Conference on Automation Science and Engineering …, 2015
192015
Flexible vertical federated learning with heterogeneous parties
T Castiglia, S Wang, S Patterson
IEEE Transactions on Neural Networks and Learning Systems, 2023
162023
Less-vfl: Communication-efficient feature selection for vertical federated learning
T Castiglia, Y Zhou, S Wang, S Kadhe, N Baracaldo, S Patterson
International Conference on Machine Learning, 3757-3781, 2023
142023
Formalizing event-driven behavior of serverless applications
M Obetz, A Das, T Castiglia, S Patterson, A Milanova
Service-Oriented and Cloud Computing: 8th IFIP WG 2.14 European Conference …, 2020
112020
Cross-silo federated learning for multi-tier networks with vertical and horizontal data partitioning
A Das, T Castiglia, S Wang, S Patterson
ACM Transactions on Intelligent Systems and Technology (TIST) 13 (6), 1-27, 2022
102022
A hierarchical model for fast distributed consensus in dynamic networks
T Castiglia, C Goldberg, S Patterson
2020 IEEE 40th International Conference on Distributed Computing Systems …, 2020
82020
Self-supervised vertical federated learning
T Castiglia, S Wang, S Patterson
Workshop on Federated Learning: Recent Advances and New Challenges (in …, 2022
52022
Privacy Tradeoffs in Vertical Federated Learning
L Tran, T Castiglia, S Patterson, A Milanova
Federated Learning Systems (FLSys) Workshop@ MLSys 2023, 2023
32023
Semi-Supervised Vertical Federated Learning
TJ Castiglia, S Wang, SE Patterson
US Patent App. 17/660,699, 2023
12023
Vertical federated learning with compressed embeddings
A Das, TJ Castiglia, SE Patterson, S Wang
US Patent App. 17/330,340, 2022
12022
Distributed submodular maximization with bounded communication cost
T Castiglia, S Patterson
2019 IEEE 58th Conference on Decision and Control (CDC), 3006-3011, 2019
12019
Vertical federated learning with secure aggregation
S Wang, TJ Castiglia, NB Angel, SE Patterson, XU Runhua, Y Zhou
US Patent App. 17/838,445, 2023
2023
Efficient and Robust Federated Learning in Heterogeneous Networks
T Castiglia
Rensselaer Polytechnic Institute, 2023
2023
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