Neural Decoding

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16 papers in the last four weeks, up 433% on the four weeks before. 0.2% of all new papers.

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  1. Self-Supervised Consistency Enhanced Disentangled Learning for Neural Decoding Generalization in Brain-Machine Interface

    Jul 27, 2026Jiyu Wei, Di Hong, Zhanjie Zhang +3Disentangled Representation LearningBrain-Computer Interfaces

    College of Computer Science and Technology, Zhejiang University, Hangzhou, China · Nanhu Brain-Computer Interface Institute, Hangzhou, China

  2. CAPT: A Multi-task Continuous Autoregressive Transformer enabling Cross-dataset and Cross-species Transfer for Calcium Population Dynamics

    Jul 25, 2026Xinhong Xu, Yimeng Zhang, Yuanlong ZhangTransformerNeural Decoding

    School of Life Sciences Tsinghua University Beijing, China

  3. fMRI2Face: A Full-HD fMRI-Video Dataset and Geometry-Guided Neural Decoding Framework for Dynamic Human Face Reconstruction

    Jul 24, 2026Jingyang Huo, Xiangru Huang, Chentao Shen +6Video Diffusion ModelsNeural Decoding

    Fudan University, 220 Handan Road, Yangpu District, Shanghai, 200433, China · Westlake University, No. 18 Shilongshan Road, Xihu District, Hangzhou, 310024, Zhejiang, China · Zhejiang University, No. 866 Yuhangtang Road, Xihu District, Hangzhou, 310058, Zhejiang, China +2

  4. Real-time Reconstruction of Human Visual Perception from fMRI

    Jul 23, 2026Rishab S. Iyer, Jiaxin Cindy Tu, Cesar Kadir Torrico Villanueva +10Neural DecodingImage Reconstruction

    Princeton University · Medical AI Research Center (MedARC) · Dartmouth College +4

  5. Spiking Neural Networks for fMRI-Based Visual Semantic Decoding

    Jul 21, 2026Jiahong Zhang, Jinning Zhao, Sijun Shen +3Visual Representation LearningNeural Decoding

    Institute of Automation, Chinese Academy of Sciences, Beijing 100045, China · School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing 100049, China · State Key Laboratory of Media Convergence and Communication, Communication University of China, Beijing 100024, China

  6. Visual Semantic Decoding of Electrocorticography from Video Stimuli using End-to-End Deep Learning

    Jul 21, 2026Stella Ho, Joel Villalobos, Joseph West +7Neural DecodingVisual Neuroscience

    Department of Biomedical Engineering and Graeme Clark Institute The University of Melbourne Victoria, Australia · School of Computing and Information Systems The University of Melbourne Victoria, Australia · Bionics Institute Victoria, Australia +2

  7. End-to-End Markov State Sequence Learning for Auditory Attention Decoding

    Jul 21, 2026Yushan Yashengjiang, Jie Zhang, Miao Sun +3Markov ModelsNeural Decoding

    NERC-SLIP, University of Science and Technology of China (USTC), Hefei 230027, China · School of Information and Communication Engineering, Guangzhou Maritime University, Guangzhou 510725, China · Artificial Intelligence Research Institute, iFLYTEK Company, Ltd., Hefei 230088, China +1

  8. Addressing Limited Data in Auditory Attention Decoding with Diffusion Generative Models

    Jul 20, 2026David Rannaleet, Victor Gunnarsson, Bo Bernhardsson +2Synthetic Data AugmentationNeural Decoding

    Department of Automatic Control, Lund University, Lund, Sweden. · Eriksholm Research Centre, Snekkersten, Denmark. · Department of Electrical Engineering, Linköping University, Linköping, Sweden.

  9. STSBench: A Large-Scale Dataset for Modeling Neuronal Activity in the Dorsal Stream of Primate Visual Cortex

    Jul 17, 2026Ethan B. Trepka, Ruobing Xia, Shude Zhu +6Neural DecodingVisual Neuroscience

    Neuroscience Interdepartmental Program, Stanford University, Stanford, CA · Department of Neurobiology, Stanford University, Stanford, CA · Howard Hughes Medical Institute, Stanford University, Stanford, CA +1

  10. Leveraging unlabelled data for generalizable neural population decoding

    Jul 15, 2026Ximeng Mao, Nanda H. Krishna, Avery Hee-Woon Ryoo +2Masked AutoencodersSelf-Supervised Pre-Training

    Mila – Quebec AI Institute · Université de Montréal · Canada CIFAR AI Chair

  11. The Capacity of Thought: Benchmarking Llama 3.2 in Semantic fMRI Neural Language Decoding and Improving the Huth Encoding-Model Baseline

    Jul 13, 2026Milos Suvakovic, Dom Marhoefer, Glenn Grant-Richards +1Decoder-Only Language ModelsNeural Decoding

    UC Santa Cruz

  12. Beyond Parallel Tracking: Interactive Multi-Feature Fusion Drives Semantic Reconstruction from Non-invasive Brain Recordings

    Jul 13, 2026Boda Xiao, Xiran Xu, Songyi Li +4Neural DecodingCross-Modal Attention

    Center for BioMed-X Research, Academy for Advanced Interdisciplinary Studies,Peking University, Beijing, China · Speech and Hearing Research Center, School of Intelligence Science and Technology,Peking University, Beijing, China · State Key Laboratory of General Artificial Intelligence, Beijing, China +1

  13. Learning Residual Kinematic Corrections for Continuous Neural Decoding via Reinforcement Learning

    Jul 13, 2026Jiamian Li, Niall McShane, Attila Korik +6Brain-Computer InterfacesNeural Decoding

    Department of Computer Science, University of Bath, Bath, BA2 7AY · Intelligent Systems Research Centre, University of Ulster, BT48 7JL · Bath Institute for the Augmented Human, University of Bath, Bath, BA2 7AY +1

  14. Event-based Neural Decoding for Neuroprosthetic Motor Control

    Jul 13, 2026Khaleelulla Khan Nazeer, Sirine Arfa, Matthias Jobst +2Efficient Neural Network InferenceBrain-Computer Interfaces

    Chair of Highly-Parallel VLSI-Systems and Neuromorphic Circuits, Technische Universität Dresden, Germany · Centre for Tactile Internet with Human-in-the-Loop (CeTI), Dresden, Germany

  15. Fast Whole-Brain, Geometry-Aware Functional Alignment for Cross-Subject Decoding

    Jul 12, 2026Pierre-Louis Barbarant, Florent Meyniel, Bertrand ThirionNeural DecodingNeuroimaging

    Université Paris-Saclay, Inria, CEA, Palaiseau 91120, France · Cognitive Neuroimaging Unit, Institut National de la Santé et de la Recherche Médicale, Commissariat à l’Energie Atomique et aux énergies alternatives, Université Paris-Saclay, NeuroSpin center, 91191 Gif/Yvette, France · Institut de neuromodulation, GHU Paris, psychiatrie et neurosciences, centre hospitalier Sainte-Anne, pôle hospitalo-universitaire 15, Université Paris Cité, Paris, France

  16. MDQEC-QAS: Meta-Decoding for Quantum Error Correction with Hardware-Aware VQC Search and Confidence-Gated Recovery

    Jul 12, 2026Prashant Kumar Choudhary, Nouhaila Innan, Muhammad Shafique +1Selective PredictionMeta-Learning

    Department of Physics, Indian Institute of Technology (BHU), Varanasi, Uttar Pradesh, India · eBRAIN Lab, Division of Engineering, New York University Abu Dhabi (NYUAD), Abu Dhabi, UAE · Center for Quantum and Topological Systems (CQTS), NYUAD Research Institute, NYUAD, Abu Dhabi, UAE

  17. Latency-Constrained Hardware-Aware Quantum Error Correction Co-Design with Adaptive Confidence-Gated Neural Decoding for the Rotated Surface Code

    Jul 7, 2026Sumit ChongderNeural DecodingQuantum Error Correction

    Department of Physics, Quantum Information and Computation, Indian Institute of Technology Jodhpur, Jodhpur, Rajasthan 342037, India

  18. Physiological Noise Augmentation Improves Non-Invasive Brain-to-Speech

    Jul 6, 2026Benjamin Ballyk, Teyun Kwon, Miran Özdogan +1Brain-Computer InterfacesData Augmentation

    PNPL Department of Engineering Science University of Oxford

  19. Cross-Subject Modeling for Widefield Calcium Imaging via Atlas-Aligned Spatiotemporal Tokenization

    Jul 5, 2026Mohammad Hosseini, Eray Erturk, Saba Hashemi +1Neural Decoding

    Department of Electrical and Computer Engineering, USC Viterbi School of Engineering, University of Southern California, Los Angeles, CA, USA · Department of Computer Science, University of Southern California, Los Angeles, CA, USA · Alfred E. Mann Department of Biomedical Engineering, University of Southern California, Los Angeles, CA, USA

  20. Rethinking Brain Decoding with CLIP: The Role of Adversarial Robustness

    Jul 3, 2026Byeongseo Bok, Futa Waseda, Jun Liu +1Neural DecodingAdversarial Robustness

    The Graduate University for Advanced Studies (SOKENDAI), Kanagawa, Japan · National Institute of Informatics, Tokyo, Japan · The University of Tokyo, Tokyo, Japan

  21. Stacked LoRA for Subject-Adaptive EEG Foundation Models in Motor Imagery Decoding

    Jul 3, 2026Aymen Sarhane, Fouad Lbakali, Mouad Souissi +2Cross-Subject EEG DecodingBrain-Computer Interfaces

    IMT Atlantique, Lab-STICC, Brest, France

  22. BrainJanus: A Unified Model for Understanding and Generation across Brain, Vision, and Language

    Jun 29, 2026Haitao Wu, Qirui Zhang, Zhouheng Yao +8Cross-Modal Representation LearningUnified Multimodal Models

    School of Artificial Intelligence, Tianjin University, Tianjin, China · Shanghai Artificial Intelligence Laboratory, Shanghai, China · The Chinese University of Hong Kong, Hong Kong, China.

  23. Applicability of memorization indicators for early spotting of overfitting while recalibrating sEMG-decoders on low sample sizes

    Jun 26, 2026Stephan J. Lehmler, Tobias Glasmachers, Ioannis IossifidisNeural Network GeneralizationNeural Decoding

    German Aerospace Center (DLR), Institute for AI Safety and Security, Ulm, Germany · Faculty of Electrical Engineering and Information Technology, Ruhr University Bochum, Bochum, Germany · Institute for Neural Computation, Ruhr University Bochum, Bochum, Germany +1

  24. Efficient foundation decoders for fault-tolerant quantum computing

    Jun 25, 2026Ge Yan, Shanchuan Li, Shiyi Xiao +4Neural DecodingQuantum Error Correction

    College of Computing and Data Science, Nanyang Technological University, Singapore · Department of Electrical Engineering and Computer Science, Tokyo University of Agriculture and Technology, Koganei, Tokyo, Japan · School of Artificial Intelligence, Shanghai Jiao Tong University, Shanghai, China +2

  25. MindAlign: Decoding Inner Speech from fMRI Signals via Multimodal Embedding Alignment under Limited Data

    Jun 15, 2026Muxuan Liu, Ichiro Kobayashi, Satoshi NishidaNeural DecodingNeuroimaging

    Graduate School of Humanities and Sciences Ochanomizu University · Center for Information and Neural Networks Advanced ICT Research Institute National Institute of Information and Communications Technology

  26. Task-guided cross-subject latent alignment: a multi-encoder-decoder VAE

    Jun 14, 2026Angeliki Papathanasiou, Jascha Achterberg, Thomas E. Nichols +1Variational AutoencodersNeural Decoding

    Centre for Neural Circuits and Behaviour, Department of Physiology Anatomy and Genetics, University of Oxford · Big Data Institute, Nuffield Department of Medicine, University of Oxford

  27. Test-Time Adaptation of Spiking Neural Networks for Intracortical Neural Decoding using Membrane Potential Alignment

    Jun 12, 2026Guangzhi TangTest-Time AdaptationBrain-Computer Interfaces

    Department of Advanced Computing Sciences, Maastricht University Maastricht, The Netherlands

  28. FAConformer: Frequency-Aware Convolutional Transformer for Auditory Attention Decoding

    Jun 12, 2026Ziwei Wang, Xingyi He, Tianwang Jia +2Hybrid CNN-Transformer ArchitecturesNeural Decoding

    Hubei Key Laboratory of Brain-inspired Intelligent Systems, School of Artificial Intelligence and Automation, Huazhong University of Science and Technology, Wuhan 430074, China

  29. Masked Neural Detection for Constrained Channel Coding in Molecular Communication

    Jun 10, 2026Melih Şahin, Ozgur B. AkanNeural DecodingRecurrent Neural Networks

    Centre for neXt Communications (CXC), Department of Engineering, University of Cambridge, CB3 0FA Cambridge, U.K. · Centre for neXt Communications (CXC), Department of Electrical and Electronics Engineering, Koç University, 34450 Istanbul, Türkiye

  30. Machine Learning Methods for Studying Latent Neural Activity Dynamics

    Jun 9, 2026Shufeng Kong, Fumei Deng, Xinyi Dong +7Dynamical SystemsLatent Variable Models

    School of Software Engineering, Sun Yat-sen University, Zhuhai, China · School of Computer Science and Artificial Intelligence, Foshan University, Foshan, China · Department of Ecology and Evolutionary Biology, Cornell University, Ithaca, NY, USA +2