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Deep Complex Networks

27 May 2017

Papers citing "Deep Complex Networks"

50 / 259 papers shown

Title
Shift-Equivariant Complex-Valued Convolutional Neural Networks Quentin Gabot Teck-Yian Lim Jérémy Fix J. Frontera-Pons C. Ren J. Ovarlez 132 0 0 26 Nov 2025
RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches Changpeng He Yang Lu Yanqing Xu Chong-Yung Chi B. Ai A. Nallanathan 116 0 0 25 Nov 2025
Latent-space metrics for Complex-Valued VAE out-of-distribution detection under radar clutter Y A Rouzoumka E Terreaux C. Morisseau J. Ovarlez C. Ren 76 0 0 25 Nov 2025
Phase-Coded Memory and Morphological Resonance: A Next-Generation Retrieval-Augmented Generator Architecture Denis V. Saklakov 16 0 0 14 Nov 2025
Compressing Quaternion Convolutional Neural Networks for Audio Classification Arshdeep Singh Vinayak Abrol Mark D. Plumbley 104 0 0 24 Oct 2025
Directional Sheaf Hypergraph Networks: Unifying Learning on Directed and Undirected Hypergraphs Emanuele Mule Stefano Fiorini Antonio Purificato F. Siciliano Stefano Coniglio Fabrizio Silvestri 117 1 0 06 Oct 2025
A Lightweight Fourier-based Network for Binaural Speech Enhancement with Spatial Cue Preservation Xikun Lu Yujian Ma Xianquan Jiang Xuelong Wang Jinqiu Sang 64 0 0 17 Sep 2025
Holographic Transformers for Complex-Valued Signal Processing: Integrating Phase Interference into Self-Attention Enhao Huang Zhiyu Zhang Tianxiang Xu Chunshu Xia Kaichun Hu Yuchen Yang Tongtong Pan Dong Dong Zhan Qin 73 0 0 14 Sep 2025
Wave-Based Semantic Memory with Resonance-Based Retrieval: A Phase-Aware Alternative to Vector Embedding Stores Aleksandr Listopad 84 1 0 21 Aug 2025
KP-INR: A Dual-Branch Implicit Neural Representation Model for Cardiac Cine MRI Reconstruction Donghang Lyu Marius Staring M. Doneva Hildo J. Lamb Nicola Pezzotti 78 0 0 16 Aug 2025
The alpha-beta divergence for real and complex data Sergio Cruces 44 0 0 05 Aug 2025
SAMwave: Wavelet-Driven Feature Enrichment for Effective Adaptation of Segment Anything Model Saurabh Yadav Avi Gupta Koteswar Rao Jerripothula VLM 123 0 0 27 Jul 2025
Scale-Consistent Learning for Partial Differential Equations Zongyi Li S. Lanthaler Catherine Deng Michael Chen Yixuan Wang Kamyar Azizzadenesheli Anima Anandkumar AI4CE 127 0 0 24 Jul 2025
Latent Space Alignment for AI-Native MIMO Semantic Communications Mario Edoardo Pandolfo Simone Fiorellino Emilio Calvanese Strinati Paolo Di Lorenzo 187 5 0 22 Jul 2025
GASPnet: Global Agreement to Synchronize Phases A. Alamia Sabine Muzellec Thomas Serre Rufin VanRullen 118 0 0 22 Jul 2025
BeatFormer: Efficient motion-robust remote heart rate estimation through unsupervised spectral zoomed attention filters Joaquim Comas Federico Sukno 123 1 0 20 Jul 2025
I Can't Believe It's Not Real: CV-MuSeNet: Complex-Valued Multi-Signal SegmentationInternational Symposium on Dynamic Spectrum Access Networks (DySPAN), 2025 Sangwon Shin Mehmet C. Vuran 86 0 0 21 May 2025
ComplexFormer: Disruptively Advancing Transformer Inference Ability via Head-Specific Complex Vector Attention Jintian Shao Hongyi Huang Hongyi Huang Beiwen Zhang ZhiYu Wu You Shan MingKai Zheng 313 0 0 15 May 2025
FilterTS: Comprehensive Frequency Filtering for Multivariate Time Series ForecastingAAAI Conference on Artificial Intelligence (AAAI), 2025 Yuanbo Wang Wenshu Fan Xiaoyi Duan Kai Wang AI4TS 219 7 0 07 May 2025
Deep learning-based filtering of cross-spectral matrices using generative adversarial networks Christof Puhle GAN 175 0 0 28 Feb 2025
Enhancing deep neural networks through complex-valued representations and Kuramoto synchronization dynamics Sabine Muzellec A. Alamia Thomas Serre Rufin VanRullen 272 1 0 28 Feb 2025
Steinmetz Neural Networks for Complex-Valued DataInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2024 Shyam Venkatasubramanian Ali Pezeshki Vahid Tarokh 964 1 0 17 Feb 2025
Graph Neural Networks at a FractionPacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), 2025 Rucha Bhalchandra Joshi Sagar Prakash Barad Nidhi Tiwari Subhankar Mishra GNN 329 0 0 10 Feb 2025
Efficient and Interpretable Neural Networks Using Complex Lehmer Transform M. Ataei Xiaogang Wang 191 0 0 28 Jan 2025
Content-aware Balanced Spectrum Encoding in Masked Modeling for Time Series ClassificationAAAI Conference on Artificial Intelligence (AAAI), 2024 Yudong Han Haocong Wang Yupeng Hu Yongshun Gong Xuemeng Song Weili Guan AI4TS 364 1 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 350 5 0 15 Dec 2024
Freqformer: Frequency-Domain Transformer for 3-D Reconstruction and Quantification of Human Retinal Vasculature Lingyun Wang Bingjie Wang Jay Chhablani J. Sahel Shaohua Pi MedIm 176 2 0 17 Nov 2024
Neural Fourier Modelling: A Highly Compact Approach to Time-Series Analysis Minjung Kim Yusuke Hioka Michael Witbrock AI4TS 259 3 0 07 Oct 2024
Cauchy activation function and XNetNeural Networks (NN), 2024 Xin Li Zhihong Xia Hongkun Zhang 331 9 0 28 Sep 2024
Expanding Expressivity in Transformer Models with MöbiusAttention Anna-Maria Halacheva M. Nayyeri Steffen Staab 183 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 124 1 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 230 10 0 19 Aug 2024
Metric Learning for Clifford Group Equivariant Neural Networks Riccardo Ali Paulina Kulyt.e Haitz Sáez de Ocáriz Borde Pietro Lio 173 1 0 13 Jul 2024
CoNO: Complex Neural Operator for Continous Dynamical Physical Systems Karn Tiwari N. M. A. Krishnan P. PrathoshA 255 2 0 01 Jun 2024
Recurrent Complex-Weighted Autoencoders for Unsupervised Object Discovery Anand Gopalakrishnan Aleksandar Stanić Jürgen Schmidhuber M. C. Mozer 313 8 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 182 74 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 217 12 0 08 Apr 2024
A Linear Time and Space Local Point Cloud Geometry Encoder via Vectorized Kernel Mixture (VecKM)International Conference on Machine Learning (ICML), 2024 Dehao Yuan Cornelia Fermuller Tahseen Rabbani Furong Huang Yiannis Aloimonos 3DPC 261 5 0 02 Apr 2024
Time Series Compression using Quaternion Valued Neural Networks and Quaternion BackpropagationNeural Networks (NN), 2024 Johannes Pöppelbaum Andreas Schwung AI4TS 326 2 0 18 Mar 2024
DeepCSHAP: Utilizing Shapley Values to Explain Deep Complex-Valued Neural Networks Florian Eilers Xiaoyi Jiang FAtt 127 1 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 177 4 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 223 17 0 16 Feb 2024
Pruning Sparse Tensor Neural Networks Enables Deep Learning for 3D Ultrasound Localization MicroscopyIEEE Transactions on Image Processing (TIP), 2024 Brice Rauby Paul Xing Jonathan Porée Maxime Gasse Jean Provost 146 3 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 241 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 210 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 185 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 214 0 0 18 Dec 2023
Harmonics of Learning: Universal Fourier Features Emerge in Invariant NetworksAnnual Conference Computational Learning Theory (COLT), 2023 Giovanni Luca Marchetti Christopher Hillar Danica Kragic Sophia Sanborn 230 18 0 13 Dec 2023
Complex-valued Neural Networks -- Theory and Analysis Rayyan Abdalla 122 3 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 223 19 0 07 Dec 2023