Multi-level local SGD: Distributed SGD for heterogeneous hierarchical networks T Castiglia, A Das, S Patterson International Conference on Learning Representations, 2021 | 56* | 2021 |
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 | 46 | 2022 |
Flexible vertical federated learning with heterogeneous parties T Castiglia, S Wang, S Patterson IEEE Transactions on Neural Networks and Learning Systems, 2023 | 33 | 2023 |
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 | 28 | 2021 |
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 | 22 | 2023 |
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 | 20 | 2022 |
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 | 19 | 2015 |
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 | 13 | 2020 |
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 | 9 | 2020 |
Self-supervised vertical federated learning T Castiglia, S Wang, S Patterson Workshop on Federated Learning: Recent Advances and New Challenges (in …, 2022 | 7 | 2022 |
Privacy tradeoffs in vertical federated learning L Tran, T Castiglia, S Patterson, A Milanova Federated Learning Systems (FLSys) Workshop@ MLSys 2023, 2023 | 6 | 2023 |
Vertical federated learning with compressed embeddings A Das, TJ Castiglia, SE Patterson, S Wang US Patent 12,033,074, 2024 | 1 | 2024 |
Semi-Supervised Vertical Federated Learning TJ Castiglia, S Wang, SE Patterson US Patent App. 17/660,699, 2023 | 1 | 2023 |
Distributed submodular maximization with bounded communication cost T Castiglia, S Patterson 2019 IEEE 58th Conference on Decision and Control (CDC), 3006-3011, 2019 | 1 | 2019 |
PBM-VFL: Vertical Federated Learning with Feature and Sample Privacy L Tran, T Castiglia, S Patterson, A Milanova arXiv preprint arXiv:2501.13916, 2025 | | 2025 |
Feature selection in vertical federated learning TJ Castiglia, Y Zhou, NB Angel, SR Kadhe, S Wang, SE Patterson US Patent App. 18/156,064, 2024 | | 2024 |
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 |