PHNNs: Lightweight Neural Networks via Parameterized Hypercomplex Convolutions

8 October 2021

Papers citing "PHNNs: Lightweight Neural Networks via Parameterized Hypercomplex Convolutions"

27 / 27 papers shown

Title
V-EfficientNets: Vector-Valued Efficiently Scaled Convolutional Neural Network Models Guilherme Vieira Neto Marcos Eduardo Valle 16 0 0 08 May 2025
Parameter-Efficient Fine-Tuning for Foundation Models Dan Zhang Tao Feng Lilong Xue Yuandong Wang Yuxiao Dong J. Tang 37 6 0 23 Jan 2025
PHemoNet: A Multimodal Network for Physiological Signals Eleonora Lopez A. Uncini Danilo Comminiello 18 1 0 13 Sep 2024
Hierarchical Hypercomplex Network for Multimodal Emotion Recognition Eleonora Lopez A. Uncini Danilo Comminiello 19 2 0 13 Sep 2024
KHNNs: hypercomplex neural networks computations via Keras using TensorFlow and PyTorch Agnieszka Niemczynowicz R. Kycia AI4CE 19 1 0 29 Jun 2024
Fully tensorial approach to hypercomplex neural networks Agnieszka Niemczynowicz R. Kycia 16 1 0 29 Jun 2024
Improving Quaternion Neural Networks with Quaternionic Activation Functions Johannes Pöppelbaum Andreas Schwung 21 1 0 24 Jun 2024
Demystifying the Hypercomplex: Inductive Biases in Hypercomplex Deep Learning Danilo Comminiello Eleonora Grassucci Danilo P. Mandic A. Uncini HAI AI4CE 21 1 0 11 May 2024
Towards Explaining Hypercomplex Neural Networks Eleonora Lopez Eleonora Grassucci D. Capriotti Danilo Comminiello 25 3 0 26 Mar 2024
Parameter-Efficient Fine-Tuning for Pre-Trained Vision Models: A Survey Yi Xin Jianjiang Yang Haodi Zhou Junlong Du Junlong Du Yue Fan Qing Li Qing Li Yuntao Du VLM 54 71 0 03 Feb 2024
Universal Approximation Theorem for Vector- and Hypercomplex-Valued Neural Networks Marcos Eduardo Valle Wington L. Vital Guilherme Vieira 10 7 0 04 Jan 2024
Hypercomplex Multimodal Emotion Recognition from EEG and Peripheral Physiological Signals Eleonora Lopez Eleonora Chiarantano Eleonora Grassucci Danilo Comminiello 25 12 0 11 Oct 2023
Attention-Map Augmentation for Hypercomplex Breast Cancer Classification Eleonora Lopez Filippo Betello Federico Carmignani Eleonora Grassucci Danilo Comminiello 17 12 0 11 Oct 2023
PHYDI: Initializing Parameterized Hypercomplex Neural Networks as Identity Functions Matteo Mancanelli Eleonora Grassucci A. Uncini Danilo Comminiello AI4CE 25 2 0 11 Oct 2023
Understanding Vector-Valued Neural Networks and Their Relationship with Real and Hypercomplex-Valued Neural Networks Marcos Eduardo Valle 8 3 0 14 Sep 2023
Enhancing Semantic Communication with Deep Generative Models -- An ICASSP Special Session Overview Eleonora Grassucci Yuki Mitsufuji Ping Zhang Danilo Comminiello 18 3 0 05 Sep 2023
Quaternion Convolutional Neural Networks: Current Advances and Future Directions Gerardo Altamirano-Gomez C. Gershenson 16 3 0 17 Jul 2023
Visual Tuning Bruce X. B. Yu Jianlong Chang Haixin Wang Lin Liu Shijie Wang ... Lingxi Xie Haojie Li Zhouchen Lin Qi Tian Chang Wen Chen VLM 39 37 0 10 May 2023
Efficient ECG-based Atrial Fibrillation Detection via Parameterised Hypercomplex Neural Networks Leonie Basso Zhao Ren Wolfgang Nejdl 18 2 0 27 Oct 2022
Hypercomplex Image-to-Image Translation Eleonora Grassucci Luigi Sigillo A. Uncini Danilo Comminiello 14 7 0 04 May 2022
Multi-View Hypercomplex Learning for Breast Cancer Screening Eleonora Lopez Eleonora Grassucci Martina Valleriani Danilo Comminiello 20 8 0 12 Apr 2022
Learning Speech Emotion Representations in the Quaternion Domain E. Guizzo Tillman Weyde Simone Scardapane Danilo Comminiello 6 18 0 05 Apr 2022
Dual Quaternion Ambisonics Array for Six-Degree-of-Freedom Acoustic Representation Eleonora Grassucci Gioia Mancini Christian Brignone A. Uncini Danilo Comminiello 11 16 0 04 Apr 2022
ResNet strikes back: An improved training procedure in timm Ross Wightman Hugo Touvron Hervé Jégou AI4TS 198 477 0 01 Oct 2021
Convolutional Filtering and Neural Networks with Non Commutative Algebras Alejandro Parada-Mayorga Landon Butler Alejandro Ribeiro 6 6 0 23 Aug 2021
Beyond Fully-Connected Layers with Quaternions: Parameterization of Hypercomplex Multiplications with $1/n$ Parameters Aston Zhang Yi Tay Shuai Zhang Alvin Chan A. Luu S. Hui Jie Fu MQ 166 83 0 17 Feb 2021
Quaternion Convolutional Neural Networks for Heterogeneous Image Processing Titouan Parcollet Mohamed Morchid G. Linarès 138 92 0 31 Oct 2018