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Zalan Fabian
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Generalization guarantees for neural networks via harnessing the low-rank structure of the jacobian
S Oymak, Z Fabian, M Li, M Soltanolkotabi
arXiv preprint arXiv:1906.05392, 2019
712019
Data augmentation for deep learning based accelerated MRI reconstruction with limited data
Z Fabian, R Heckel, M Soltanolkotabi
International Conference on Machine Learning, 3057-3067, 2021
602021
Minimax lower bounds for transfer learning with linear and one-hidden layer neural networks
M Mousavi Kalan, Z Fabian, S Avestimehr, M Soltanolkotabi
Advances in Neural Information Processing Systems 33, 1959-1969, 2020
362020
Humus-net: Hybrid unrolled multi-scale network architecture for accelerated mri reconstruction
Z Fabian, B Tinaz, M Soltanolkotabi
Advances in Neural Information Processing Systems 35, 25306-25319, 2022
262022
Coordination of multi-agent leader-follower system with time-varying objective function
Z Fabian, SY Yoon
2016 IEEE 55th Conference on Decision and Control (CDC), 69-74, 2016
82016
Diracdiffusion: Denoising and incremental reconstruction with assured data-consistency
Z Fabian, B Tinaz, M Soltanolkotabi
arXiv preprint arXiv:2303.14353, 2023
62023
3d phase retrieval at nano-scale via accelerated wirtinger flow
Z Fabian, J Haldar, R Leahy, M Soltanolkotabi
2020 28th European Signal Processing Conference (EUSIPCO), 2080-2084, 2021
52021
Generalization, adaptation and low-rank representation in neural networks
S Oymak, Z Fabian, M Li, M Soltanolkotabi
2019 53rd Asilomar Conference on Signals, Systems, and Computers, 581-585, 2019
52019
Multimodal foundation models for zero-shot animal species recognition in camera trap images
Z Fabian, Z Miao, C Li, Y Zhang, Z Liu, A Hernández, A Montes-Rojas, ...
arXiv preprint arXiv:2311.01064, 2023
22023
mL-BFGS: A Momentum-based L-BFGS for Distributed Large-Scale Neural Network Optimization
Y Niu, Z Fabian, S Lee, M Soltanolkotabi, S Avestimehr
arXiv preprint arXiv:2307.13744, 2023
22023
Coordination of balanced leader-follower swarms with time-varying social potential functions
Z Fabian, SY Yoon
2017 IEEE 56th Annual Conference on Decision and Control (CDC), 1008-1013, 2017
22017
Serpent: Scalable and Efficient Image Restoration via Multi-scale Structured State Space Models
MS Sepehri, Z Fabian, M Soltanolkotabi
arXiv preprint arXiv:2403.17902, 2024
12024
A Data-Free Approach to Mitigate Catastrophic Forgetting in Federated Class Incremental Learning for Vision Tasks
S Babakniya, Z Fabian, C He, M Soltanolkotabi, S Avestimehr
Advances in Neural Information Processing Systems 36, 2024
12024
Serpent: Scalable and Efficient Image Restoration via Multi-scale Structured State Space Models
M Shahab Sepehri, Z Fabian, M Soltanolkotabi
arXiv e-prints, arXiv: 2403.17902, 2024
2024
Knowledge Augmented Instruction Tuning for Zero-shot Animal Species Recognition
Z Fabian, Z Miao, C Li, Y Zhang, Z Liu, A Hernandez, P Arbelaez, A Link, ...
NeurIPS 2023 Workshop on Instruction Tuning and Instruction Following, 2023
2023
Adapt and Diffuse: Sample-adaptive Reconstruction via Latent Diffusion Models
Z Fabian, B Tinaz, M Soltanolkotabi
arXiv preprint arXiv:2309.06642, 2023
2023
Don't Memorize; Mimic The Past: Federated Class Incremental Learning Without Episodic Memory
S Babakniya, Z Fabian, C He, M Soltanolkotabi, S Avestimehr
arXiv preprint arXiv:2307.00497, 2023
2023
SLIM-QN: A Stochastic, Light, Momentumized Quasi-Newton Optimizer for Deep Neural Networks
Y Niu, Z Fabian, S Lee, M Soltanolkotabi, S Avestimehr
2021
Data augmentation for deep learning based accelerated MRI reconstruction
Z Fabian, R Heckel, M Soltanolkotabi
2020
Minimax Lower Bounds for Transfer Learning with Linear and One-hidden Layer Neural Networks
S Mohammadreza Mousavi Kalan, Z Fabian, A Salman Avestimehr, ...
arXiv e-prints, arXiv: 2006.10581, 2020
2020
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