| MindBridge: A Cross-Subject Brain Decoding Framework | Apr 11, 2024 | Brain DecodingData Augmentation | CodeCode Available | 2 | 5 |
| UMBRAE: Unified Multimodal Brain Decoding | Apr 10, 2024 | Brain DecodingLanguage Modeling | CodeCode Available | 2 | 5 |
| A Conversational Brain-Artificial Intelligence Interface | Feb 22, 2024 | AI AgentBrain Decoding | CodeCode Available | 1 | 5 |
| UniBrain: A Unified Model for Cross-Subject Brain Decoding | Dec 27, 2024 | Brain Decoding | CodeCode Available | 1 | 5 |
| Brain2Word: Decoding Brain Activity for Language Generation | Sep 10, 2020 | Brain DecodingText Generation | CodeCode Available | 1 | 5 |
| See Through Their Minds: Learning Transferable Neural Representation from Cross-Subject fMRI | Mar 11, 2024 | Brain DecodingGeneral Knowledge | CodeCode Available | 1 | 5 |
| More Than Meets the Eye: Self-Supervised Depth Reconstruction From Brain Activity | Jun 9, 2021 | Brain Decoding | CodeCode Available | 1 | 5 |
| FingerFlex: Inferring Finger Trajectories from ECoG signals | Oct 23, 2022 | Brain Computer InterfaceBrain Decoding | CodeCode Available | 1 | 5 |
| Group-level Brain Decoding with Deep Learning | May 27, 2022 | Brain DecodingDeep Learning | CodeCode Available | 1 | 5 |
| BrainCLIP: Bridging Brain and Visual-Linguistic Representation Via CLIP for Generic Natural Visual Stimulus Decoding | Feb 25, 2023 | Brain DecodingImage Generation | CodeCode Available | 1 | 5 |
| BrainGuard: Privacy-Preserving Multisubject Image Reconstructions from Brain Activities | Jan 24, 2025 | Brain DecodingImage Reconstruction | CodeCode Available | 1 | 5 |
| Toward Generalizing Visual Brain Decoding to Unseen Subjects | Oct 18, 2024 | Brain Decoding | CodeCode Available | 1 | 5 |
| S-JEPA: towards seamless cross-dataset transfer through dynamic spatial attention | Mar 18, 2024 | Brain Computer InterfaceBrain Decoding | CodeCode Available | 1 | 5 |
| Contrast, Attend and Diffuse to Decode High-Resolution Images from Brain Activities | May 26, 2023 | Brain DecodingBrain Visual Reconstruction | CodeCode Available | 1 | 5 |
| Natural scene reconstruction from fMRI signals using generative latent diffusion | Mar 9, 2023 | Brain Computer InterfaceBrain Decoding | CodeCode Available | 1 | 5 |
| Lite-Mind: Towards Efficient and Robust Brain Representation Network | Dec 6, 2023 | Brain DecodingImage Retrieval | CodeCode Available | 1 | 5 |
| NeuroBOLT: Resting-state EEG-to-fMRI Synthesis with Multi-dimensional Feature Mapping | Oct 7, 2024 | Brain DecodingEEG | CodeCode Available | 1 | 5 |
| Memory Encoding Model | Aug 2, 2023 | Brain DecodingHippocampus | CodeCode Available | 1 | 5 |
| Semantic Brain Decoding: from fMRI to conceptually similar image reconstruction of visual stimuli | Dec 13, 2022 | Brain DecodingImage Reconstruction | CodeCode Available | 1 | 5 |
| Brain Captioning: Decoding human brain activity into images and text | May 19, 2023 | Brain DecodingDepth Estimation | CodeCode Available | 1 | 5 |
| Brain-Conditional Multimodal Synthesis: A Survey and Taxonomy | Dec 31, 2023 | Brain Computer InterfaceBrain Decoding | CodeCode Available | 1 | 5 |
| Exploring The Visual Feature Space for Multimodal Neural Decoding | May 21, 2025 | Brain DecodingQuestion Answering | CodeCode Available | 0 | 5 |
| Data-Efficient Sleep Staging with Synthetic Time Series Pretraining | Mar 13, 2024 | Brain DecodingEEG | CodeCode Available | 0 | 5 |
| Teaching Wav2Vec2 the Language of the Brain | Jan 16, 2025 | Brain Decodingspeech-recognition | CodeCode Available | 0 | 5 |
| Extracting representations of cognition across neuroimaging studies improves brain decoding | Sep 17, 2018 | Brain Decoding | CodeCode Available | 0 | 5 |
| Brain-optimized inference improves reconstructions of fMRI brain activity | Dec 12, 2023 | Brain Decoding | CodeCode Available | 0 | 5 |
| 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 | 5 |
| Spurious reconstruction from brain activity | May 16, 2024 | Brain DecodingHallucination | CodeCode Available | 0 | 5 |
| Second Sight: Using brain-optimized encoding models to align image distributions with human brain activity | Jun 1, 2023 | Brain DecodingImage Reconstruction | CodeCode Available | 0 | 5 |
| A Survey on fMRI-based Brain Decoding for Reconstructing Multimodal Stimuli | Mar 20, 2025 | Brain DecodingImage Generation | CodeCode Available | 0 | 5 |
| Scaling Laws for Task-Optimized Models of the Primate Visual Ventral Stream | Nov 8, 2024 | Brain DecodingInductive Bias | CodeCode Available | 0 | 5 |
| Does the brain represent words? An evaluation of brain decoding studies of language understanding | Jun 2, 2018 | Brain DecodingSentence | CodeCode Available | 0 | 5 |
| Diffusion Models for Computational Neuroimaging: A Survey | Feb 10, 2025 | Brain DecodingDenoising | CodeCode Available | 0 | 5 |
| 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 | 5 |
| SIM: Surface-based fMRI Analysis for Inter-Subject Multimodal Decoding from Movie-Watching Experiments | Jan 27, 2025 | Brain Decoding | CodeCode Available | 0 | 5 |
| Deep learning-based electroencephalography analysis: a systematic review | Jan 16, 2019 | Brain DecodingDeep Learning | CodeCode Available | 0 | 5 |
| Deep brain state classification of MEG data | Jul 2, 2020 | Brain DecodingClassification | CodeCode Available | 0 | 5 |
| Structural Similarities Between Language Models and Neural Response Measurements | Jun 2, 2023 | Brain Decoding | CodeCode Available | 0 | 5 |
| Decoding visual brain representations from electroencephalography through Knowledge Distillation and latent diffusion models | Sep 8, 2023 | Brain DecodingEEG | CodeCode Available | 0 | 5 |
| Interpretability of Multivariate Brain Maps in Brain Decoding: Definition and Quantification | Mar 29, 2016 | Brain DecodingModel Selection | CodeCode Available | 0 | 5 |
| JGAT: a joint spatio-temporal graph attention model for brain decoding | Jun 3, 2023 | Brain DecodingFunctional Connectivity | CodeCode Available | 0 | 5 |
| Linking artificial and human neural representations of language | Oct 2, 2019 | Brain DecodingNatural Language Understanding | CodeCode Available | 0 | 5 |
| Decoding fMRI Data into Captions using Prefix Language Modeling | Jan 5, 2025 | Brain DecodingImage Captioning | CodeCode Available | 0 | 5 |
| Functional Magnetic Resonance Imaging data augmentation through conditional ICA | Jul 11, 2021 | Brain DecodingData Augmentation | CodeCode Available | 0 | 5 |
| Decoding dynamic brain patterns from evoked responses: A tutorial on multivariate pattern analysis applied to time-series neuroimaging data | Sep 30, 2016 | Brain DecodingDimensionality Reduction | —Unverified | 0 | 0 |
| Decoding and interpreting cortical signals with a compact convolutional neural network | Mar 2, 2021 | Brain DecodingEEG | —Unverified | 0 | 0 |
| Cross-view Brain Decoding | Apr 18, 2022 | Brain DecodingImage Captioning | —Unverified | 0 | 0 |
| An encoding framework with brain inner state for natural image identification | Aug 22, 2019 | Brain Decoding | —Unverified | 0 | 0 |
| Correntropy-Based Logistic Regression with Automatic Relevance Determination for Robust Sparse Brain Activity Decoding | Jul 20, 2022 | Brain DecodingClassification | —Unverified | 0 | 0 |
| Contrastive Learning of Shared Spatiotemporal EEG Representations Across Individuals for Naturalistic Neuroscience | Feb 22, 2024 | Brain DecodingContrastive Learning | —Unverified | 0 | 0 |
