Towards Training Without Depth Limits: Batch Normalization Without Gradient Explosion. - Meterez, Alexandru; Joudaki, Amir; Orabona, Francesco; Immer, Alexander; Rätsch, Gunnar; Daneshmand, Hadi (2024)

Emergence of Globally Attracting Fixed Points in Deep Neural Networks With Nonlinear Activations. - Joudaki, Amir; Hofmann, Thomas (CoRR, 2024)

On Bridging the Gap between Mean Field and Finite Width Deep Random Multilayer Perceptron with Batch Normalization. - Joudaki, Amir; Daneshmand, Hadi; Bach, Francis R. (2023)

On the impact of activation and normalization in obtaining isometric embeddings at initialization. - Joudaki, Amir; Daneshmand, Hadi; Bach, Francis R. (2023)

On the impact of activation and normalization in obtaining isometric embeddings at initialization. - Joudaki, Amir; Daneshmand, Hadi; Bach, Francis R. (CoRR, 2023)

Towards Training Without Depth Limits: Batch Normalization Without Gradient Explosion. - Meterez, Alexandru; Joudaki, Amir; Orabona, Francesco; Immer, Alexander; Rätsch, Gunnar; Daneshmand, Hadi (CoRR, 2023)

Learning Genomic Sequence Representations using Graph Neural Networks over De Bruijn Graphs. - Kapusniak, Kacper; Burger, Manuel; Rätsch, Gunnar; Joudaki, Amir (CoRR, 2023)

Entropy Maximization with Depth: A Variational Principle for Random Neural Networks. - Joudaki, Amir; Daneshmand, Hadi; Bach, Francis R. (CoRR, 2022)

Batch Normalization Orthogonalizes Representations in Deep Random Networks. - Daneshmand, Hadi; Joudaki, Amir; Bach, Francis R. (2021)

Batch Normalization Orthogonalizes Representations in Deep Random Networks. - Daneshmand, Hadi; Joudaki, Amir; Bach, Francis R. (CoRR, 2021)

Sparse Binary Relation Representations for Genome Graph Annotation. - Karasikov, Mikhail; Mustafa, Harun; Joudaki, Amir; Javadzadeh-No, Sara; Rätsch, Gunnar; Kahles, André (J. Comput. Biol., 2020)

Sparse Binary Relation Representations for Genome Graph Annotation. - Karasikov, Mikhail; Mustafa, Harun; Joudaki, Amir; Javadzadeh-No, Sara; Rätsch, Gunnar; Kahles, André (2019)

Nonlinear Dimensionality Reduction via Path-Based Isometric Mapping. - Najafi, Amir; Joudaki, Amir; Fatemizadeh, Emad (IEEE Trans. Pattern Anal. Mach. Intell., 2016)

Nonlinear Dimensionality Reduction via Path-Based Isometric Mapping. - Najafi, Amir; Joudaki, Amir; Fatemizadeh, Emad (CoRR, 2013)