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Zalan Fabian

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A Data-Free Approach to Mitigate Catastrophic Forgetting in Federated Class Incremental Learning for Vision Tasks

Nov 21, 2023
Sara Babakniya, Zalan Fabian, Chaoyang He, Mahdi Soltanolkotabi, Salman Avestimehr

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Multimodal Foundation Models for Zero-shot Animal Species Recognition in Camera Trap Images

Nov 02, 2023
Zalan Fabian, Zhongqi Miao, Chunyuan Li, Yuanhan Zhang, Ziwei Liu, Andrés Hernández, Andrés Montes-Rojas, Rafael Escucha, Laura Siabatto, Andrés Link, Pablo Arbeláez, Rahul Dodhia, Juan Lavista Ferres

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Adapt and Diffuse: Sample-adaptive Reconstruction via Latent Diffusion Models

Sep 12, 2023
Zalan Fabian, Berk Tinaz, Mahdi Soltanolkotabi

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mL-BFGS: A Momentum-based L-BFGS for Distributed Large-Scale Neural Network Optimization

Jul 25, 2023
Yue Niu, Zalan Fabian, Sunwoo Lee, Mahdi Soltanolkotabi, Salman Avestimehr

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Don't Memorize; Mimic The Past: Federated Class Incremental Learning Without Episodic Memory

Jul 17, 2023
Sara Babakniya, Zalan Fabian, Chaoyang He, Mahdi Soltanolkotabi, Salman Avestimehr

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DiracDiffusion: Denoising and Incremental Reconstruction with Assured Data-Consistency

Mar 25, 2023
Zalan Fabian, Berk Tinaz, Mahdi Soltanolkotabi

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HUMUS-Net: Hybrid unrolled multi-scale network architecture for accelerated MRI reconstruction

Mar 15, 2022
Zalan Fabian, Mahdi Soltanolkotabi

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Data augmentation for deep learning based accelerated MRI reconstruction with limited data

Jun 28, 2021
Zalan Fabian, Reinhard Heckel, Mahdi Soltanolkotabi

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Minimax Lower Bounds for Transfer Learning with Linear and One-hidden Layer Neural Networks

Jun 16, 2020
Seyed Mohammadreza Mousavi Kalan, Zalan Fabian, A. Salman Avestimehr, Mahdi Soltanolkotabi

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