Zalan Fabian

Zalan Fabian

University of Southern California

H-index: 5

North America-United States

About Zalan Fabian

Zalan Fabian, With an exceptional h-index of 5 and a recent h-index of 5 (since 2020), a distinguished researcher at University of Southern California, specializes in the field of deep learning, inverse problems, medical imaging, optimization.

His recent articles reflect a diverse array of research interests and contributions to the field:

Serpent: Scalable and Efficient Image Restoration via Multi-scale Structured State Space Models

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

Knowledge Augmented Instruction Tuning for Zero-shot Animal Species Recognition

Multimodal foundation models for zero-shot animal species recognition in camera trap images

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

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

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

Diracdiffusion: Denoising and incremental reconstruction with assured data-consistency

Zalan Fabian Information

University

Position

___

Citations(all)

193

Citations(since 2020)

188

Cited By

37

hIndex(all)

5

hIndex(since 2020)

5

i10Index(all)

4

i10Index(since 2020)

4

Email

University Profile Page

Google Scholar

Zalan Fabian Skills & Research Interests

deep learning

inverse problems

medical imaging

optimization

Top articles of Zalan Fabian

Serpent: Scalable and Efficient Image Restoration via Multi-scale Structured State Space Models

arXiv preprint arXiv:2403.17902

2024/3/26

Zalan Fabian
Zalan Fabian

H-Index: 2

Mahdi Soltanolkotabi
Mahdi Soltanolkotabi

H-Index: 25

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

Advances in Neural Information Processing Systems

2024/2/13

Knowledge Augmented Instruction Tuning for Zero-shot Animal Species Recognition

2023/11/26

Multimodal foundation models for zero-shot animal species recognition in camera trap images

arXiv preprint arXiv:2311.01064

2023/11/2

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

arXiv preprint arXiv:2309.06642

2023/9/12

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

arXiv preprint arXiv:2307.13744

2023/7/25

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

arXiv preprint arXiv:2307.00497

2023/7/2

Diracdiffusion: Denoising and incremental reconstruction with assured data-consistency

arXiv preprint arXiv:2303.14353

2023/3/25

Humus-net: Hybrid unrolled multi-scale network architecture for accelerated mri reconstruction

Advances in Neural Information Processing Systems

2022/12/6

SLIM-QN: A Stochastic, Light, Momentumized Quasi-Newton Optimizer for Deep Neural Networks

2021/10/6

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

2021/7/1

Zalan Fabian
Zalan Fabian

H-Index: 2

Mahdi Soltanolkotabi
Mahdi Soltanolkotabi

H-Index: 25

3d phase retrieval at nano-scale via accelerated wirtinger flow

2021/1/18

Zalan Fabian
Zalan Fabian

H-Index: 2

Mahdi Soltanolkotabi
Mahdi Soltanolkotabi

H-Index: 25

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

arXiv e-prints

2020/6

Zalan Fabian
Zalan Fabian

H-Index: 2

Mahdi Soltanolkotabi
Mahdi Soltanolkotabi

H-Index: 25

See List of Professors in Zalan Fabian University(University of Southern California)