brain-computer interface

A Data-Centric Analysis of the Impact of Training Data Quality vs. Quantity on P300 Brain-Computer Interface Performance (Student Abstract) AAAI 2026 ALIGN: Adversarial Learning for Generalizable Speech Neuroprosthesis UAI 2026 BraSTORM: A Dual-Branch Self-Supervised Framework for EEG Representation Learning via Input-Level Spatio-Temporal Decomposition AAAI 2026 Building Interpretable, Trust-worthy Systems for Neural Signal Decoding AAAI 2026 CAT-Net: A Cross-Attention Tone Network for Cross-Subject EEG-EMG Fusion Tone Decoding AAAI 2026 Cross-Subject EEG-to-Video Reconstruction and Beyond CVPR 2026 D$^2$-FOSA: Dual-Diffusion Guided EEG-to-Image Reconstruction with Frequency-Oriented Semantic Alignment CVPR 2026 Duala: Dual-Level Alignment of Subjects and Stimuli for Cross-Subject fMRI Decoding CVPR 2026 EEGiT: Teaching Vision Transformers to Understand the EEG signal CVPR 2026 EVOKE: Efficient and High-Fidelity EEG-to-Video Reconstruction via Decoupling Implicit Neural Representation AAAI 2026 Is EEG-to-Text Feasible in Real-World Scenarios? An In-Depth Analysis Using a Neuropsychology-Inspired Benchmark ACL 2026 Leveraging Visual Blur Perception Characteristics for EEG Decoding AAAI 2026 MindCross: Fast New Subject Adaptation with Limited Data for Cross-subject Video Reconstruction from Brain Signals AAAI 2026 Multi-dimensional Neural Decoding with Orthogonal Representations for Brain-Computer Interfaces AAAI 2026 NeuroFlow: Toward Unified Visual Encoding and Decoding from Neural Activity CVPR 2026 Single-Stage fMRI-to-3D Reconstruction via Viewpoint-Aware Embedding and Hierarchical Guidance AAAI 2026 Spontaneous Yet Predictable: Shapelet-Driven, Channel-Aware Intention Decoding from Multi-Region ECoG AAAI 2026 Towards Reinforcement Learning from Neural Feedback: Mapping fNIRS Signals to Agent Performance AAAI 2026 Trainable EEG Interpolation and Structure-Sharing Dual-Path Encoders for Brain-Assisted Target Speaker Extraction AAAI 2026 Aligning Text/Speech Representations from Multimodal Models with MEG Brain Activity During Listening EMNLP 2025 Animate Your Thoughts: Reconstruction of Dynamic Natural Vision from Human Brain Activity ICLR 2025 Assessing the Impact of Population Data Domain Differences on Transfer Learning in P300-based Brain-Computer Interfaces (Student Abstract) AAAI 2025 BrainECHO: Semantic Brain Signal Decoding through Vector-Quantized Spectrogram Reconstruction for Whisper-Enhanced Text Generation ACL 2025 BrainGuard: Privacy-Preserving Multisubject Image Reconstructions from Brain Activities AAAI 2025 BrainUICL: An Unsupervised Individual Continual Learning Framework for EEG Applications ICLR 2025