Deep Complex Networks

27 May 2017

Papers citing "Deep Complex Networks"

50 / 242 papers shown

Title
FilterTS: Comprehensive Frequency Filtering for Multivariate Time Series Forecasting Y. Wang Y. Liu Xiaoyi Duan Kai Wang AI4TS 29 0 0 07 May 2025
Enhancing deep neural networks through complex-valued representations and Kuramoto synchronization dynamics Sabine Muzellec A. Alamia Thomas Serre Rufin VanRullen 39 0 0 28 Feb 2025
Deep learning-based filtering of cross-spectral matrices using generative adversarial networks Christof Puhle GAN 62 0 0 28 Feb 2025
Steinmetz Neural Networks for Complex-Valued Data Shyam Venkatasubramanian Ali Pezeshki Vahid Tarokh 169 0 0 17 Feb 2025
Graph Neural Networks at a Fraction Rucha Bhalchandra Joshi Sagar Prakash Barad Nidhi Tiwari Subhankar Mishra GNN 102 0 0 10 Feb 2025
Efficient and Interpretable Neural Networks Using Complex Lehmer Transform M. Ataei Xiaogang Wang 34 0 0 28 Jan 2025
Content-aware Balanced Spectrum Encoding in Masked Modeling for Time Series Classification Yudong Han Haocong Wang Yupeng Hu Yongshun Gong Xuemeng Song Weili Guan AI4TS 79 0 0 17 Dec 2024
Learning Normal Flow Directly From Event Neighborhoods Dehao Yuan Levi Burner Jiayi Wu Minghui Liu Jingxi Chen Yiannis Aloimonos Cornelia Fermuller 3DPC 124 3 0 15 Dec 2024
Freqformer: Frequency-Domain Transformer for 3-D Visualization and Quantification of Human Retinal Circulation Lingyun Wang Bingjie Wang Jay Chhablani J. Sahel Shaohua Pi MedIm 37 1 0 17 Nov 2024
Neural Fourier Modelling: A Highly Compact Approach to Time-Series Analysis Minjung Kim Yusuke Hioka Michael Witbrock AI4TS 32 0 0 07 Oct 2024
Cauchy activation function and XNet Xin Li Zhihong Xia Hongkun Zhang 40 4 0 28 Sep 2024
Expanding Expressivity in Transformer Models with MöbiusAttention Anna-Maria Halacheva M. Nayyeri Steffen Staab 25 1 0 08 Sep 2024
Optimal Quantum Circuit Design via Unitary Neural Networks M. Zomorodi H. Amini M. Abbaszadeh J. Sohrabi V. Salari P. Plawiak 19 0 0 23 Aug 2024
ExpoMamba: Exploiting Frequency SSM Blocks for Efficient and Effective Image Enhancement Eashan Adhikarla Kai Zhang John Nicholson Brian D. Davison Mamba 42 3 0 19 Aug 2024
Metric Learning for Clifford Group Equivariant Neural Networks Riccardo Ali Paulina Kulyt.e Haitz Sáez de Ocáriz Borde Pietro Lio' 30 0 0 13 Jul 2024
CoNO: Complex Neural Operator for Continous Dynamical Physical Systems Karn Tiwari N. M. A. Krishnan P. PrathoshA 26 0 0 01 Jun 2024
Recurrent Complex-Weighted Autoencoders for Unsupervised Object Discovery Anand Gopalakrishnan Aleksandar Stanić Jürgen Schmidhuber M. C. Mozer 45 5 0 27 May 2024
RF-Diffusion: Radio Signal Generation via Time-Frequency Diffusion Guoxuan Chi Zheng Yang Chenshu Wu Jingao Xu Yuchong Gao Yunhao Liu Tony Xiao Han DiffM 54 28 0 14 Apr 2024
ATFNet: Adaptive Time-Frequency Ensembled Network for Long-term Time Series Forecasting Hengyu Ye Jiadong Chen Shijin Gong Fuxin Jiang Tieying Zhang Jianjun Chen Xiaofeng Gao AI4TS 31 2 0 08 Apr 2024
A Linear Time and Space Local Point Cloud Geometry Encoder via Vectorized Kernel Mixture (VecKM) Dehao Yuan Cornelia Fermuller Tahseen Rabbani Furong Huang Yiannis Aloimonos 3DPC 27 4 0 02 Apr 2024
Time Series Compression using Quaternion Valued Neural Networks and Quaternion Backpropagation Johannes Pöppelbaum Andreas Schwung AI4TS 26 1 0 18 Mar 2024
DeepCSHAP: Utilizing Shapley Values to Explain Deep Complex-Valued Neural Networks Florian Eilers Xiaoyi Jiang FAtt 21 0 0 13 Mar 2024
A Closer Look at Wav2Vec2 Embeddings for On-Device Single-Channel Speech Enhancement Ravi Shankar Ke Tan Buye Xu Anurag Kumar 30 0 0 03 Mar 2024
RPMixer: Shaking Up Time Series Forecasting with Random Projections for Large Spatial-Temporal Data Chin-Chia Michael Yeh Yujie Fan Xin Dai Uday Singh Saini Vivian Lai ... Huiyuan Chen Yan Zheng Zhongfang Zhuang Liang Wang Wei Zhang AI4TS 23 7 0 16 Feb 2024
Pruning Sparse Tensor Neural Networks Enables Deep Learning for 3D Ultrasound Localization Microscopy Brice Rauby Paul Xing Jonathan Porée Maxime Gasse Jean Provost 11 2 0 14 Feb 2024
Room Transfer Function Reconstruction Using Complex-valued Neural Networks and Irregularly Distributed Microphones Francesca Ronchini Luca Comanducci Mirco Pezzoli Fabio Antonacci Augusto Sarti 37 3 0 01 Feb 2024
Widely Linear Matched Filter: A Lynchpin towards the Interpretability of Complex-valued CNNs Qingchen Wang Zhe Li Z. Babic Wei Deng Ljubiša Stanković Danilo P. Mandic 29 0 0 30 Jan 2024
TFDMNet: A Novel Network Structure Combines the Time Domain and Frequency Domain Features H. Pan Yixin Chen Zhiliang Tian Peng Qiao Linbo Qiao Dongsheng Li 20 0 0 29 Jan 2024
Deep Learning-based MRI Reconstruction with Artificial Fourier Transform Network (AFTNet) Yanting Yang Jeffery Siyuan Tian Matthieu Dagommer Jia Guo Matthieu Dagommer Jia Guo MedIm 21 0 0 18 Dec 2023
Harmonics of Learning: Universal Fourier Features Emerge in Invariant Networks G. Marchetti Christopher Hillar Danica Kragic Sophia Sanborn 25 12 0 13 Dec 2023
Complex-valued Neural Networks -- Theory and Analysis Rayyan Abdalla 14 2 0 11 Dec 2023
Investigating the Design Space of Diffusion Models for Speech Enhancement Philippe Gonzalez Zheng-Hua Tan Jan Østergaard Jesper Jensen T. S. Alstrøm Tobias May DiffM 27 6 0 07 Dec 2023
$RIS-Based On-the-Air Semantic Communications -- a Diffractional Deep Neural Network Approach$ RIS-Based On-the-Air Semantic Communications -- a Diffractional Deep Neural Network Approach Shuyi Chen Yingzhe Hui Yifan Qin Yueyi Yuan Weixiao Meng Xuewen Luo Hsiao-Hwa Chen DiffM 27 7 0 01 Dec 2023
Channel-Feedback-Free Transmission for Downlink FD-RAN: A Radio Map based Complex-valued Precoding Network Approach Zhao Jiwei Jiacheng Chen Sun Zeyu Yuhang Shi Zhou Haibo Xuemin Shen Shen 11 3 0 30 Nov 2023
Decodable and Sample Invariant Continuous Object Encoder Dehao Yuan Furong Huang Cornelia Fermuller Yiannis Aloimonos 11 2 0 31 Oct 2023
A Deep Learning Framework for Spatiotemporal Ultrasound Localization Microscopy Léo Milecki Jonathan Porée H. Belgharbi Chloé Bourquin R. Damseh P. Delafontaine-Martel F. Lesage Maxime Gasse Jean Provost 21 61 0 12 Oct 2023
PHYDI: Initializing Parameterized Hypercomplex Neural Networks as Identity Functions Matteo Mancanelli Eleonora Grassucci A. Uncini Danilo Comminiello AI4CE 40 2 0 11 Oct 2023
Multi-scale MRI reconstruction via dilated ensemble networks Wendi Ma M. B. Lorenzana Wei Dai Hongfu Sun Shekhar S. Chandra 26 0 0 07 Oct 2023
CoNO: Complex Neural Operator for Continuous Dynamical Systems Karn Tiwari N. M. A. Krishnan P. PrathoshA 14 1 0 03 Oct 2023
Physics Inspired Hybrid Attention for SAR Target Recognition Zhongling Huang Chong Wu Xiwen Yao Zhicheng Zhao Xiankai Huang Junwei Han 37 21 0 27 Sep 2023
Deep Complex U-Net with Conformer for Audio-Visual Speech Enhancement Shafique Ahmed Chia-Wei Chen Wenze Ren Chin-Jou Li Ernie Chu Jun-Cheng Chen Amir Hussain H. Wang Yu Tsao Jen-Cheng Hou 20 1 0 20 Sep 2023
Emerging Approaches for THz Array Imaging: A Tutorial Review and Software Tool Josiah W. Smith Murat Torlak 21 1 0 16 Sep 2023
Complex-Valued Neural Networks for Data-Driven Signal Processing and Signal Understanding Josiah W. Smith 23 9 0 14 Sep 2023
Assessing the Generalization Gap of Learning-Based Speech Enhancement Systems in Noisy and Reverberant Environments Philippe Gonzalez T. S. Alstrøm Tobias May 17 13 0 12 Sep 2023
$PRISTA-Net: Deep Iterative Shrinkage Thresholding Network for Coded Diffraction Patterns Phase Retrieval$ PRISTA-Net: Deep Iterative Shrinkage Thresholding Network for Coded Diffraction Patterns Phase Retrieval Aoxu Liu Xiaohong Fan Yin Yang Jianping Zhang 18 2 0 08 Sep 2023
OCHID-Fi: Occlusion-Robust Hand Pose Estimation in 3D via RF-Vision Shujie Zhang Tianyue Zheng Zhe Chen Jingzhi Hu Abdelwahed Khamis Jiajun Liu Jun-Jie Luo 27 6 0 20 Aug 2023
Neural Networks at a Fraction with Pruned Quaternions Sahel Mohammad Iqbal Subhankar Mishra 28 4 0 13 Aug 2023
As large as it gets: Learning infinitely large Filters via Neural Implicit Functions in the Fourier Domain Julia Grabinski J. Keuper M. Keuper 23 6 0 19 Jul 2023
Quaternion Convolutional Neural Networks: Current Advances and Future Directions Gerardo Altamirano-Gomez C. Gershenson 18 3 0 17 Jul 2023
Syntax-Aware Complex-Valued Neural Machine Translation Yang Liu Yuexian Hou 15 1 0 17 Jul 2023