Complex-Valued Neural Networks

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3 papers in the last four weeks, against 2 the four weeks before. 0.0% of all new papers.

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  1. CNet: A Complex-Valued Deep Learning Framework with Wirtinger Autodifferentiation and FFT--Hadamard Convolution

    Oct 6, 2026Marcel CrasmaruComplex-Valued Neural NetworksAutoregressive Language Modeling

  2. Reinforcement Learning with Complex (valued) Memories

    Sep 29, 2026Sathya Kamesh Bhethanabhotla, Efstratios Gavves, André BiedenkappPartially Observable RLRecurrent Neural Networks

    University of Freiburg

  3. AURA: Angular Update Rate Adaptation for training complex-valued neural networks

    Sep 22, 2026Enrico Ballini, Allan Peter Engsig-Karup, Tito AndriolloNeural Network OptimizationComplex-Valued Neural Networks

    Aarhus University, Aarhus, Denmark · Technical University of Denmark, Kongens Lyngby, Denmark

  4. CRFCAN: A Complex-Valued Cross-Domain Residual Network for Joint Channel and Phase Noise Estimation in Sub-THz OFDM Systems

    Sep 14, 2026Ruilin Wang, Xiaodai DongComplex-Valued Neural NetworksWireless Communications

    Department of Electrical and Computer Engineering, University of Victoria, Victoria, BC V8P 5C2, Canada

  5. ECA-BLS: An Efficient Complex-Augmented Broad Learning System

    Aug 30, 2026A. Rahaman, A. Quadir, M. Sajid +2Complex-Valued Neural Networks

    Department of Mathematics Indian Institute of Technology Indore Indore, India

  6. Kähler landscapes for complex neural network descents and guarantees including a search and destroy of the Calabi-Yau manifold

    Aug 20, 2026Andrew GracykRiemannian OptimizationGradient Descent

    Department of Mathematics Purdue University West Lafayette, IN 47907, USA

  7. Ghost Features and Spooky Transfer Learning for Hypercomplex-Valued Neural Networks

    Aug 7, 2026Guilherme Vieira Neto, Marcos Eduardo ValleComplex-Valued Neural NetworksTransfer Learning

    Universidade Estadual de Campinas (UNICAMP), Brazil

  8. IQ-JEPA: A Joint-Embedding Predictive Architecture with a Hermitian Vision Transformer for Sound Speed and Attenuation Estimation from Ultrasound IQ Data

    Jul 24, 2026Masashi Sode, Gianmarco PintonSelf-Supervised Pre-TrainingJoint-Embedding Predictive Architecture

    Joint Department of Biomedical Engineering, University of North Carolina at Chapel Hill and North Carolina State University, Chapel Hill, NC 27599 USA

  9. Physics-Aware Complex-Valued State Space Model with Scattering-Prior Feature Modulation for PolSAR Image Classification

    Jul 22, 2026Fangyan Zhang, Fan Zhang, Shiqi Zhou +3Complex-Valued Neural NetworksVisual SSMs

    The College of Information Science and Technology, Beijing University of Chemical Technology, Beijing, China · The School of Information Science and Engineering, Yunnan University, Kunming, China · The Department of Signal Theory and Communications, Polytechnic University of Catalonia, Barcelona, Spain

  10. PolarBM: Complex-valued Boltzmann Machine for Modeling Audio Signals in Polar and Log-polar Coordinates

    Jul 14, 2026Toru Nakashika, Kohei YatabeUnsupervised Representation LearningComplex-Valued Neural Networks

    Graduate School of Informatics and Engineering, the University of Electro-Communications, Tokyo 182-8585, Japan · Department of Electrical Engineering and Computer Science, Tokyo University of Agriculture and Technology, Tokyo 184-8588, Japan

  11. Quadrature-Aware Complex-Linear Neural Operator for Boundary-to-Field Prediction in Resonant Acoustics

    Jul 5, 2026Muhammad Idrees Khan, Hua-Dong YaoComplex-Valued Neural NetworksOperator Learning

    Department of Mechanical Engineering, Chalmers University of Technology Gothenburg 41296, Sweden

  12. Dualformer: Efficient Feature Extractor for Complex-valued Blind Communication Signal Analysis

    Jun 30, 2026Yurui Zhao, Xiang Wang, Jingreng Lei +3TransformerAutomatic Modulation Classification

    College of Electronic Science and Technology, National University of Defense Technology, Changsha 410073, China. · Department of Electrical and Computer Engineering, The University of Hong Kong

  13. Unified Complex-valued Neural Network: A Magnitude-Phase Computational Model for Event-Driven Neuromorphic Learning

    Jun 27, 2026Reza Ahmadvand, Sarah Safura Sharif, Yaser Mike BanadComplex-Valued Neural NetworksSpiking Neural Networks

    Department of Electrical and Computer Engineering, University of Oklahoma, Oklahoma, United States

  14. QC-GAN: A Parameter-Efficient Quaternion Conformer GAN for High-Fidelity Speech Enhancement

    Jun 17, 2026Shogo Yamauchi, Hideaki Tamori, Makoto Sakai +2TransformerComplex-Valued Neural Networks

    The Asahi Shimbun Company, Japan · Tokyo Woman’s Christian University, Japan

  15. Why SWAVE May Not Be All You Need:A Concept-Evolution Retrospective on Complex-Valued Recurrent Language Models

    Jun 16, 2026Ramprasath Ganesaraja, Swathika N, Sahil Dilip PanseRecurrent Neural NetworksComplex-Valued Neural Networks

    EdgeVerve Systems Limited

  16. On the Entropy Formula for Real, Complex, and Quaternionic Deep Linear Networks

    Jun 15, 2026Luis Contreras, Marco Nahas, Tejas KotwalComplex-Valued Neural NetworksDeep Linear Networks

  17. Low-variance estimators overcome the phase-gradient bottleneck in complex-valued neural quantum states

    Jun 11, 2026Yi-Ran Xue, Rui Wang, Baigeng Wang +1Neural Quantum StatesComplex-Valued Neural Networks

    *National Laboratory of Solid State Microstructures and Department of Physics, Nanjing University, Nanjing 210093, China. · Department of Physics, University of Massachusetts, Amherst, Massachusetts 01003, USA. · Collaborative Innovation Center of Advanced Microstructures, Nanjing University, Nanjing 210093, China. +3

  18. C-MambaPose: A Physics-Informed Complex Mamba Framework for Cross-Environment WiFi Human Pose Estimation

    Jun 5, 2026Phuc Nguyen HDomain GeneralizationComplex-Valued Neural Networks

    VinUniversity, Hanoi, Vietnam

  19. Product units in gated recurrent units improve nuclear-mass prediction

    Jun 5, 2026Ziyuan Li, Paulo S. A. Freitas, John W. Clark +1Recurrent Neural NetworksComplex-Valued Neural Networks

    Department of Mathematics, Informatics and Technology, University of Applied Sciences Koblenz, Joseph-Rovan-Allee 2, 53424 Remagen, Germany · Technical University of Munich, Munich, Germany · Department of Mathematics, University of Madeira, Campus Universitário da Penteada, Funchal, 9020-105, Portugal +1

  20. Data Efficient Complex Feature Fusion Network For Hyperspectral Image Classification

    Jun 3, 2026Maitreya Shelare, Atharva Satam, Poonam Sonar +1Efficient Neural Network InferenceComplex-Valued Neural Networks

    Department of Electronics and Telecommunication, Rajiv Gandhi Institute of Technology, University of Mumbai, India

  21. Shortcomings and capacities of real-constrained neural networks in complex spaces

    Jun 3, 2026Andrew GracykComplex-Valued Neural NetworksStatistical Learning Theory

    Department of Mathematics Purdue University West Lafayette, IN 47907, United States

  22. PolSAR Image Classification using a Hybrid Complex-Valued Network (HybridCVNet)

    May 29, 2026Mohammed Q. AlkhatibHybrid CNN-Transformer ArchitecturesComplex-Valued Neural Networks

  23. When do complex-valued neural networks help? A study of representation, geometry, and optimization

    May 26, 2026Ashutosh KumarNeural Network OptimizationComplex-Valued Neural Networks

    Owl Autonomous Imaging, Inc.

  24. Model discovery for dynamical systems with complex-valued product units

    May 26, 2026Martin Brückmann, Babette Dellen, Uwe JaekelNonlinear System IdentificationComplex-Valued Neural Networks

    Department of Mathematics, Informatics, and Technology, RheinAhrCampus Remagen University of Applied Sciences Koblenz Joseph-Rovan-Allee 2, 53424 Remagen, Germany

  25. Holomorphic Neural ODEs with Kolmogorov-Arnold Networks for Interpretable Discovery of Complex Dynamics

    May 21, 2026Bhaskar Ranjan Karn, Dinesh KumarNonlinear System IdentificationComplex-Valued Neural Networks

  26. Complex-Valued Phase-Coherent Transformer

    May 11, 2026Leona HiokiSoftmax AttentionComplex-Valued Neural Networks

  27. Complex Equation Learner: Rational Symbolic Regression with Gradient Descent in Complex Domain

    May 5, 2026Sergei Garmaev, Maurice Gauché, Olga FinkComplex-Valued Neural NetworksSymbolic Regression

    Intelligent Maintenance and Operations Systems Laboratory, EPFL, Lausanne, Switzerland · Mathematics Section, EPFL, Lausanne, Switzerland

  28. Batch Normalization for Neural Networks on Complex Domains

    May 1, 2026Xuan Son Nguyen, Nistor GrozavuComplex-Valued Neural Networks

    ETIS, UMR 8051, CY Cergy Paris University, ENSEA, CNRS, Cergy, France

  29. Algorithm and Hardware Co-Design for Efficient Complex-Valued Uncertainty Estimation

    Apr 21, 2026Zehuan Zhang, Mark Chen, He Li +1Bayesian Neural NetworksUncertainty Quantification

    Department of Computing, Imperial College London · 2Southeast University

  30. DDF2Pol: A Dual-Domain Feature Fusion Network for PolSAR Image Classification

    Apr 20, 2026Mohammed Q. AlkhatibRemote Sensing Image UnderstandingComplex-Valued Neural Networks

    College of Engineering and IT, University of Dubai, Dubai, 14143, UAE

  31. Variational Phasor Circuits for Phase-Native Brain-Computer Interface Classification

    Mar 18, 2026Dibakar SigdelMI ClassificationBrain-Computer Interfaces

    Mindverse Computing LLC, WA 98087

  32. PhasorFlow: A Python Library for Unit Circle Based Computing

    Mar 16, 2026Dibakar Sigdel, Namuna PandayComplex-Valued Neural NetworksQuantum-Inspired ML

    Mindverse Computing LLC, Lynnwood, WA 98087

  33. Perturbing the Phase: Analyzing Adversarial Robustness of Complex-Valued Neural Networks

    Feb 6, 2026Florian Eilers, Christof Duhme, Xiaoyi JiangAdversarial AttacksNeural Network Robustness

    Department of Computer Science University of Münster Münster, Germany