| LAG: Lazily aggregated gradient for communication-efficient distributed learning T Chen, G Giannakis, T Sun, W Yin Advances in Neural Information Processing Systems, 5055-5065, 2018 | 241 | 2018 |
| RSA: Byzantine-robust stochastic aggregation methods for distributed learning from heterogeneous datasets L Li, W Xu, T Chen, GB Giannakis, Q Ling Proceedings of the AAAI Conference on Artificial Intelligence 33 (01), 1544-1551, 2019 | 192 | 2019 |
| An online convex optimization approach to proactive network resource allocation T Chen, Q Ling, GB Giannakis IEEE Transactions on Signal Processing 65 (24), 6350-6364, 2017 | 184 | 2017 |
| Learning and management for Internet of Things: Accounting for adaptivity and scalability T Chen, S Barbarossa, X Wang, GB Giannakis, ZL Zhang Proceedings of the IEEE 107 (4), 778-796, 2019 | 135* | 2019 |
| Bandit convex optimization for scalable and dynamic IoT management T Chen, GB Giannakis IEEE Internet of Things Journal 6 (1), 1276-1286, 2018 | 116 | 2018 |
| Communication-efficient distributed learning via lazily aggregated quantized gradients J Sun, T Chen, G Giannakis, Z Yang Advances in Neural Information Processing Systems, 3370-3380, 2019 | 110* | 2019 |
| Federated Variance-Reduced Stochastic Gradient Descent With Robustness to Byzantine Attacks Z Wu, Q Ling, T Chen, GB Giannakis IEEE Transactions on Signal Processing 68, 4583 - 4596, 2020 | 106 | 2020 |
| VAFL: a Method of Vertical Asynchronous Federated Learning T Chen, X Jin, Y Sun, W Yin Proc. of ICML Workshop on Federated Learning for User Privacy and Data …, 2020 | 86 | 2020 |
| Communication-efficient policy gradient methods for distributed reinforcement learning T Chen, K Zhang, GB Giannakis, T Başar IEEE Transactions on Control of Network Systems, 2020 | 77* | 2020 |
| A Single-Timescale Method for Stochastic Bilevel Optimization T Chen, Y Sun, Q Xiao, W Yin International Conference on Artificial Intelligence and Statistics, 2466-2488, 2022 | 65* | 2022 |
| Robust workload and energy management for sustainable data centers T Chen, Y Zhang, X Wang, GB Giannakis IEEE Journal on Selected Areas in Communications 34 (3), 651-664, 2016 | 62 | 2016 |
| Dynamic energy management for smart-grid-powered coordinated multipoint systems X Wang, Y Zhang, T Chen, GB Giannakis IEEE Journal on Selected Areas in Communications 34 (5), 1348-1359, 2016 | 61 | 2016 |
| Random feature-based online multi-kernel learning in environments with unknown dynamics Y Shen, T Chen, GB Giannakis The Journal of Machine Learning Research 20 (1), 773-808, 2019 | 57* | 2019 |
| DGLB: Distributed stochastic geographical load balancing over cloud networks T Chen, AG Marques, GB Giannakis IEEE Transactions on Parallel and Distributed Systems 28 (7), 1866-1880, 2016 | 52 | 2016 |
| Solving stochastic compositional optimization is nearly as easy as solving stochastic optimization T Chen, Y Sun, W Yin IEEE Transactions on Signal Processing 69, 4937-4948, 2021 | 51 | 2021 |
| Real-time energy management in microgrids with reduced battery capacity requirements B Li, T Chen, X Wang, GB Giannakis IEEE Transactions on Smart Grid 10 (2), 1928-1938, 2017 | 48 | 2017 |
| Stochastic averaging for constrained optimization with application to online resource allocation T Chen, A Mokhtari, X Wang, A Ribeiro, GB Giannakis IEEE Transactions on Signal Processing 65 (12), 3078-3093, 2017 | 48 | 2017 |
| Closing the Gap: Tighter Analysis of Alternating Stochastic Gradient Methods for Bilevel Problems T Chen, Y Sun, W Yin Advances in Neural Information Processing Systems 34, 2021 | 46* | 2021 |
| Heterogeneous Online Learning for “Thing-Adaptive” Fog Computing in IoT T Chen, Q Ling, Y Shen, GB Giannakis IEEE Internet of Things Journal 5 (6), 4328-4341, 2018 | 46* | 2018 |
| Two-scale stochastic control for integrated multipoint communication systems with renewables X Wang, X Chen, T Chen, L Huang, GB Giannakis IEEE Transactions on Smart Grid 9 (3), 1822-1834, 2016 | 42* | 2016 |
Georgios B. GiannakisMcKnight Presidential Chair in ECE Dept., University of MinnesotaVerified email at umn.edu
