| MindBridge: A Cross-Subject Brain Decoding Framework | Apr 11, 2024 | Brain DecodingData Augmentation | CodeCode Available | 2 |
| UMBRAE: Unified Multimodal Brain Decoding | Apr 10, 2024 | Brain DecodingLanguage Modeling | CodeCode Available | 2 |
| BrainGuard: Privacy-Preserving Multisubject Image Reconstructions from Brain Activities | Jan 24, 2025 | Brain DecodingImage Reconstruction | CodeCode Available | 1 |
| UniBrain: A Unified Model for Cross-Subject Brain Decoding | Dec 27, 2024 | Brain Decoding | CodeCode Available | 1 |
| Toward Generalizing Visual Brain Decoding to Unseen Subjects | Oct 18, 2024 | Brain Decoding | CodeCode Available | 1 |
| NeuroBOLT: Resting-state EEG-to-fMRI Synthesis with Multi-dimensional Feature Mapping | Oct 7, 2024 | Brain DecodingEEG | CodeCode Available | 1 |
| S-JEPA: towards seamless cross-dataset transfer through dynamic spatial attention | Mar 18, 2024 | Brain Computer InterfaceBrain Decoding | CodeCode Available | 1 |
| See Through Their Minds: Learning Transferable Neural Representation from Cross-Subject fMRI | Mar 11, 2024 | Brain DecodingGeneral Knowledge | CodeCode Available | 1 |
| A Conversational Brain-Artificial Intelligence Interface | Feb 22, 2024 | AI AgentBrain Decoding | CodeCode Available | 1 |
| Brain-Conditional Multimodal Synthesis: A Survey and Taxonomy | Dec 31, 2023 | Brain Computer InterfaceBrain Decoding | CodeCode Available | 1 |
| Lite-Mind: Towards Efficient and Robust Brain Representation Network | Dec 6, 2023 | Brain DecodingImage Retrieval | CodeCode Available | 1 |
| Memory Encoding Model | Aug 2, 2023 | Brain DecodingHippocampus | CodeCode Available | 1 |
| Contrast, Attend and Diffuse to Decode High-Resolution Images from Brain Activities | May 26, 2023 | Brain DecodingBrain Visual Reconstruction | CodeCode Available | 1 |
| Brain Captioning: Decoding human brain activity into images and text | May 19, 2023 | Brain DecodingDepth Estimation | CodeCode Available | 1 |
| Natural scene reconstruction from fMRI signals using generative latent diffusion | Mar 9, 2023 | Brain Computer InterfaceBrain Decoding | CodeCode Available | 1 |
| BrainCLIP: Bridging Brain and Visual-Linguistic Representation Via CLIP for Generic Natural Visual Stimulus Decoding | Feb 25, 2023 | Brain DecodingImage Generation | CodeCode Available | 1 |
| Semantic Brain Decoding: from fMRI to conceptually similar image reconstruction of visual stimuli | Dec 13, 2022 | Brain DecodingImage Reconstruction | CodeCode Available | 1 |
| FingerFlex: Inferring Finger Trajectories from ECoG signals | Oct 23, 2022 | Brain Computer InterfaceBrain Decoding | CodeCode Available | 1 |
| Group-level Brain Decoding with Deep Learning | May 27, 2022 | Brain DecodingDeep Learning | CodeCode Available | 1 |
| More Than Meets the Eye: Self-Supervised Depth Reconstruction From Brain Activity | Jun 9, 2021 | Brain Decoding | CodeCode Available | 1 |
| Brain2Word: Decoding Brain Activity for Language Generation | Sep 10, 2020 | Brain DecodingText Generation | CodeCode Available | 1 |
| A Pre-trained Framework for Multilingual Brain Decoding Using Non-invasive Recordings | Jun 3, 2025 | Brain DecodingFairness | —Unverified | 0 |
| Exploring The Visual Feature Space for Multimodal Neural Decoding | May 21, 2025 | Brain DecodingQuestion Answering | CodeCode Available | 0 |
| ViEEG: Hierarchical Neural Coding with Cross-Modal Progressive Enhancement for EEG-Based Visual Decoding | May 18, 2025 | Brain DecodingContrastive Learning | —Unverified | 0 |
| Probability Distribution Alignment and Low-Rank Weight Decomposition for Source-Free Domain Adaptive Brain Decoding | Apr 12, 2025 | Brain DecodingDomain Adaptation | —Unverified | 0 |
| Riemannian Geometry for the classification of brain states with intracortical brain-computer interfaces | Apr 7, 2025 | BenchmarkingBrain Computer Interface | —Unverified | 0 |
| Spatiotemporal Learning of Brain Dynamics from fMRI Using Frequency-Specific Multi-Band Attention for Cognitive and Psychiatric Applications | Mar 30, 2025 | Brain Decoding | CodeCode Available | 0 |
| A Survey on fMRI-based Brain Decoding for Reconstructing Multimodal Stimuli | Mar 20, 2025 | Brain DecodingImage Generation | CodeCode Available | 0 |
| From Eye to Mind: brain2text Decoding Reveals the Neural Mechanisms of Visual Semantic Processing | Mar 15, 2025 | Brain Decoding | —Unverified | 0 |
| SEED: Towards More Accurate Semantic Evaluation for Visual Brain Decoding | Mar 9, 2025 | Brain DecodingSemantic Similarity | —Unverified | 0 |
| Diffusion Models for Computational Neuroimaging: A Survey | Feb 10, 2025 | Brain DecodingDenoising | CodeCode Available | 0 |
| MindAligner: Explicit Brain Functional Alignment for Cross-Subject Visual Decoding from Limited fMRI Data | Feb 7, 2025 | Brain Decoding | —Unverified | 0 |
| SIM: Surface-based fMRI Analysis for Inter-Subject Multimodal Decoding from Movie-Watching Experiments | Jan 27, 2025 | Brain Decoding | CodeCode Available | 0 |
| Artificial Neural Networks for Magnetoencephalography: A review of an emerging field | Jan 20, 2025 | Brain Decoding | —Unverified | 0 |
| Teaching Wav2Vec2 the Language of the Brain | Jan 16, 2025 | Brain Decodingspeech-recognition | CodeCode Available | 0 |
| On Creating A Brain-To-Text Decoder | Jan 10, 2025 | Brain DecodingDecoder | —Unverified | 0 |
| Decoding fMRI Data into Captions using Prefix Language Modeling | Jan 5, 2025 | Brain DecodingImage Captioning | CodeCode Available | 0 |
| Scaling Laws for Task-Optimized Models of the Primate Visual Ventral Stream | Nov 8, 2024 | Brain DecodingInductive Bias | CodeCode Available | 0 |
| Dual Stream Graph Transformer Fusion Networks for Enhanced Brain Decoding | Sep 23, 2024 | Brain DecodingGraph Attention | —Unverified | 0 |
| BELT-2: Bootstrapping EEG-to-Language representation alignment for multi-task brain decoding | Aug 28, 2024 | Brain DecodingEEG | —Unverified | 0 |
| Domain Adaptation-Enhanced Searchlight: Enabling classification of brain states from visual perception to mental imagery | Aug 2, 2024 | Binary ClassificationBrain Computer Interface | CodeCode Available | 0 |
| Explainable Emotion Decoding for Human and Computer Vision | Aug 1, 2024 | Brain Decoding | —Unverified | 0 |
| Decoding Linguistic Representations of Human Brain | Jul 30, 2024 | Brain Computer InterfaceBrain Decoding | —Unverified | 0 |
| Brain Dialogue Interface (BDI): A User-Friendly fMRI Model for Interactive Brain Decoding | Jun 17, 2024 | Brain Decoding | —Unverified | 0 |
| MindSemantix: Deciphering Brain Visual Experiences with a Brain-Language Model | May 29, 2024 | Brain DecodingLanguage Modeling | —Unverified | 0 |
| MindFormer: Semantic Alignment of Multi-Subject fMRI for Brain Decoding | May 28, 2024 | Brain DecodingImage Generation | —Unverified | 0 |
| MindShot: Brain Decoding Framework Using Only One Image | May 24, 2024 | Brain Decoding | —Unverified | 0 |
| How Many Bytes Can You Take Out Of Brain-To-Text Decoding? | May 22, 2024 | Brain DecodingDecoder | —Unverified | 0 |
| Spurious reconstruction from brain activity | May 16, 2024 | Brain DecodingHallucination | CodeCode Available | 0 |
| Neuro-Vision to Language: Enhancing Brain Recording-based Visual Reconstruction and Language Interaction | Apr 30, 2024 | Brain DecodingImage Reconstruction | —Unverified | 0 |
