Neural Decoding

Ask about this topic

Momentum

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

Jul 13Week of Sep 28
View on map

Latest papers 113

All topics
CardsList

  1. A multi-scenario EEG dataset for auditory attention decoding in naturalistic multi-talker environments

    Oct 7, 2026Shu Peng, Rui Liu, Yufei Zhang +7EEG DecodingSpeech Processing

    Department of Data Science and Artificial Intelligence, The Hong Kong Polytechnic University, Hong Kong SAR, China · Department of Computing, The Hong Kong Polytechnic University, Hong Kong SAR, China

  2. Neuromotor Hierarchy Network: Physiological Inductive Biases for Robust Generalization in sEMG Decoding

    Oct 6, 2026He Wang, Hongyuan Qi, Zhaoxian Zhang +4Neural DecodingState Representation Learning

    National University of Singapore

  3. EMG-FM-Bench: A Comprehensive Benchmark for Foundation Model Transfer and Adaptation on Electromyography

    Oct 5, 2026Tianhao Wu, Xu Wu, Amirmohammad Radmehr +4Few-Shot Domain AdaptationNeural Decoding

    University of Georgia · University of Oklahoma · University of Massachusetts Amherst

  4. Removing Timing Shortcuts Improves Non-Invasive Brain-to-Text

    Sep 30, 2026Dulhan Jayalath, Oiwi Parker JonesNeural DecodingShortcut Learning

    Neural Processing Lab (PNPL) Department of Engineering Science, University of Oxford

  5. NEUROTOKEN: Joint Source and Directional AAD with Envelope Decoding via Conditional Flow Matching

    Sep 30, 2026Ali Alavi, Donald S. WilliamsonNeural DecodingEEG Decoding

    Department of Computer Science and Engineering Ohio State University Columbus, OH, 43210

  6. Association profile conditioning in a set-temporal transformer for cross-session intracortical motor decoding

    Sep 30, 2026Xinyuan Zhang, Handong Mo, Pengfei Wen +5TransformerNeural Decoding

    The University of Hong Kong, Hong Kong SAR, China · Southern University of Science and Technology, Shenzhen, China

  7. Brain-Conditioned Action Policies for Neural Motor Decoding

    Sep 28, 2026Luyao Jin, Running Zhao, Huan Zhao +2Brain-Computer InterfacesNeural Decoding

    Department of Mechanical and Automation Engineering, The Chinese University of Hong Kong · Department of Electrical and Computer Engineering, University of Hong Kong · School of Biomedical Sciences, The Chinese University of Hong Kong

  8. Neuron-Level Architecture Growth: A Controlled Evaluation for EEG Time-Series Decoding

    Sep 27, 2026Adam Mounir, Stella Douka, Arnault H. Caillet +2Neural DecodingEEG Decoding

    Inria TAU – LISN, Université Paris-Saclay, France · Yneuro, Paris, France · Imperial College London, UK +1

  9. Jev Matches 7B Language Models for Speech-Neuroprosthesis Rescoring

    Sep 27, 2026Gabriele CinàBrain-Computer InterfacesNeural Decoding

  10. Brain-to-Language Decoding: Tasks, Signals, Methods, Evaluation, Practical Use and Beyond

    Sep 23, 2026Yiqian Yang, Yiqun Duan, Chenyu Liu +4Brain-Computer InterfacesNeural Decoding

    Uploading Inc · Human-centric Artificial Intelligence Centre, University of Technology Sydney · Stanford Institute for Human-Centered Artificial Intelligence (HAI), Stanford University

  11. Stable Neural Decoding Across Sessions via Task-Conditioned Latent Alignment for Brain-Machine Interfaces

    Sep 23, 2026Canyang Zhao, Bolin Peng, J. Patrick Mayo +2Brain-Computer InterfacesNeural Decoding

    Institute of Automation, Chinese Academy of Sciences, Beijing, China · Departments of Ophthalmology and Bioengineering, University of Pittsburgh, Pittsburgh, USA · School of Science and Engineering, Chinese University of Hong Kong, Shenzhen, China

  12. HDND: Hierarchical Dynamic Neural Decoding for Multilingual Word/Character Retrieval from Non-Invasive Brain Recordings

    Sep 21, 2026Yueyang Li, Shuran Chen, Wai Ting Siok +1Dynamic Neural NetworksNeural Decoding

    Department of Language Science and Technology, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong SAR, China

  13. iMINDBench: iEEG Multi-Institution Neural Decoding Benchmark

    Sep 16, 2026Geeling Chau, Saba Hashemi, Yonghyeon Gwon +9Cross-Subject EEG DecodingElectroencephalography

    Caltech · USC · Seoul National University +2

  14. FRIST: FMRI Representation Informed Shared-space Training Improves EEG-only Individual-Finger BCI Decoding

    Sep 14, 2026Jintao Zhang, Yidan Ding, Joshua Kosnoff +3MI ClassificationCross-Modal Representation Learning

    Department of Biomedical Engineering, Carnegie Mellon University, Pittsburgh, PA 15213, USA. · Department of Electrical and Computer Engineering, Carnegie Mellon University, Pittsburgh, PA 15213, USA. · Neuroscience Institute, Carnegie Mellon University, Pittsburgh, PA 15213, USA.

  15. RAMamba-Net: A Reliability-Aware and Mamba-Based Multimodal Fusion Network for Auditory Attention Detection

    Sep 12, 2026Xingyi He, Ziwei Wang, Dongrui WuNeural DecodingEEG Decoding

    School of Artificial Intelligence and Automation, Huazhong University of Science and Technology, China

  16. Exploring Diffusion Transformers for Cross-Modal Augmentation in Multimodal Brain State Decoding

    Sep 12, 2026Ziwei Wang, Xingyi He, Hongbin Wang +3Data AugmentationDiffusion Transformer

    School of Artificial Intelligence and Automation, Huazhong University of Science and Technology, China

  17. The Platonic brain bridge hypothesis: human brain networks as an architectural prior for multimodal large language models

    Sep 10, 2026Pengfei Zhang, Biao Tian, Xiangang Li +1Neural DecodingMultimodal Foundation Models

    AI Thrust, Information Hub, The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, China. · Alibaba Token Hub, Alibaba Group, Beijing, China.

  18. The Semantic Bottleneck: Leveraging Semantic Representations for Non-Invasive Speech Decoding

    Sep 9, 2026Gilad D. Landau, Dulhan Jayalath, Oiwi Parker JonesRepresentation LearningNeural Decoding

    PNPL University of Oxford

  19. Wearable Multimodal Human-Machine Interface for Integrated Hand Intentions Decoding in Dynamic Teleoperation

    Sep 7, 2026Jiaxuan Li, Yinshi Wu, Xiao Zhang +4EMG-Based Gesture RecognitionRobotic Grasping

    Intelligent Equipment and Medical Device Laboratory, Department of Mechanical Engineering, Dalian University of Technology, Dalian 116024, China. · Manufacturing Laboratory, Department of Mechanical Engineering, The University of Tokyo, Tokyo 113-8656, Japan.

  20. Brain2Speech-Net: Fast and Intelligible Brain-to-Speech Synthesis Without Text Decoding

    Sep 3, 2026Shreeram Suresh Chandra, Zexin Cai, Yu Tsao +2Brain-Computer InterfacesNeural Decoding

    Johns Hopkins University, USA · Academia Sinica, Taiwan · University of Edinburgh, UK

  21. The 2026 PNPL Competition: Word Classification and Efficient Cross-Subject Generalisation in LibriBrain100

    Sep 3, 2026Francesco Mantegna, Gereon Elvers, Dulhan Jayalath +18Brain-Computer InterfacesNeural Decoding

    PNPL, Department of Engineering Science, University of Oxford, UK · 2OHBA, Oxford Centre for Integrative Neuroimaging, University of Oxford, UK · 3FMRIB, Oxford Centre for Integrative Neuroimaging, University of Oxford, UK +6

  22. RAG-Audio: Retrieval-Augmented Generation for Faithful Brain-to-Audio Reconstruction

    Aug 10, 2026Ambuj Mehrish, Sebastiano VasconNeural DecodingMusic Generation

    CVML Lab · Ca’ Foscari University of Venice

  23. NeuroPB: Scaling Neural Decoding with Pretrained Behavioral Representations

    Aug 5, 2026Luyao Jin, Yonghao Song, Huan Zhao +2Representation LearningBrain-Computer Interfaces

    Department of Mechanical and Automation Engineering, The Chinese University of Hong Kong · Department of Biomedical Engineering, School of Medicine, Tsinghua University · School of Biomedical Sciences, The Chinese University of Hong Kong

  24. SGAD: A State-Guided Adaptive Decision Framework for Robust EEG-Based Auditory Attention Switch Decoding

    Aug 3, 2026Yuting Ding, Xuefei Wang, Ximin Chen +2Neural DecodingEEG Decoding

    Department of Electronic and Electrical Engineering, Southern University of Science and Technology, Shenzhen 518055, China · School of Biomedical Engineering, Capital Medical University, Beijing 100069, China

  25. Interpretable MEG Decoding of Perceived Speech: Cortical Sources and the Stimulus Features That Drive Retrieval

    Aug 2, 2026Ilia Semenkov, Daria Kleeva, Ivan Dakhtin +2Neural Decoding

    AXXX, Moscow, Russia · HSE University, Moscow, Russia · ITMO University, St. Petersburg, Russia

  26. Cross-Anesthetic ECoG State Decoding Fails at the Decision Threshold, Not the Representation

    Jul 31, 2026Kunkun Zhang, Qianwei ZhouNeural Decoding

    Zhejiang University of Technology

  27. QAdapt: A Noise-Adaptive Neural Pre-Decoding Framework for Quantum Error Correction

    Jul 30, 2026Ran Miao, Rui Luo, Xiaohan Shan +1Distribution ShiftNeural Decoding

    Beijing Zhongke Qhub Technology Co., Ltd. (Qhub), Beijing, China · Center for Quantum Information, Institute for Interdisciplinary Information Sciences, Tsinghua University, Beijing, China · Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China

  28. Phoneme- vs. Character-Level Targets and Selective State-Space Models for Intracortical Brain-to-Text

    Jul 29, 2026Lucas Zamora Vera, Jose A. Gonzalez-LopezSelective SSMsNeural Decoding

    Universitat Oberta de Catalunya (UOC), Spain · Dpt. of Signal Theory, Telematics and Communications, University of Granada, Spain · Research Centre for Information and Communication Technologies (CITIC-UGR), University of Granada, Spain

  29. Towards simultaneous decoding of kinetic and kinematic movement parameters during grasp and lift task by noninvasive brain imaging

    Jul 27, 2026Parth G. Dangi, Yogesh Kumar MeenaBrain-Computer InterfacesNeural Decoding

    Human-AI Interaction (HAIx) Lab, IIT Gandhinagar, India

  30. A Cyclic Adaptation-Generalization Framework with Uncertainty-Guided Self-Paced Learning for Long-Term Brain-Machine Interfaces

    Jul 27, 2026Jiyu Wei, Di Hong, Zhanjie Zhang +3Brain-Computer InterfacesUnsupervised Domain Adaptation

    College of Computer Science and Technology, Zhejiang University, Hangzhou, China · 2Nanhu Brain-Computer Interface Institute, Hangzhou, China

  31. 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

  32. 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

  33. 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

  34. 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

  35. 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

  36. 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

  37. 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

  38. 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.

  39. 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

  40. 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

  41. 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

  42. 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

  43. 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

  44. 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

  45. 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

  46. 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

  47. 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

  48. 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

  49. 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

  50. 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

  51. 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

  52. 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.

  53. 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

  54. 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

  55. 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

  56. 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

  57. 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

  58. 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

  59. 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

  60. 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