脑机接口 / BCI - arXivDaily 专题

2103.00640 2021-12-06 q-bio.NC q-bio.QM 57%

Update on the multimodal pathophysiological dataset of gradual cerebral ischemia in a cohort of juvenile pigs: auditory, sensory and high-frequency sensory evoked potentials

Martin G. Frasch, Bernd Walter, Christoph Anders, Reinhard Bauer

专题命中 BCI数据与评测：EEG(abstract)；分类 q-bio.NC

Comments Accompanying data repository: https://doi.org/10.6084/m9.figshare.14122049.v3. arXiv admin note: text overlap with arXiv:2002.09154

2105.03682 2021-05-11 cs.LG 57%

Enhancing ensemble learning and transfer learning in multimodal data analysis by adaptive dimensionality reduction

Andrea Marinoni, Saloua Chlaily, Eduard Khachatrian, Torbjørn Eltoft, Sivasakthy Selvakumaran, Mark Girolami, Christian Jutten

专题命中 BCI数据与评测：brain-computer interface(abstract)；分类 cs.LG

Comments 18 pages, 10 figures, submitted to Pattern Recognition

2103.00606 2021-03-02 cs.LG 57%

Unsupervised Domain Adaptation for Cross-Subject Few-Shot Neurological Symptom Detection

Bingzhao Zhu, Mahsa Shoaran

专题命中 BCI数据与评测：EEG(abstract)；分类 cs.LG

2005.04120 2020-09-15 cs.HC cs.AI 57%

K-EmoCon, a multimodal sensor dataset for continuous emotion recognition in naturalistic conversations

Cheul Young Park, Narae Cha, Soowon Kang, Auk Kim, Ahsan Habib Khandoker, Leontios Hadjileontiadis, Alice Oh, Yong Jeong, Uichin Lee

专题命中 BCI数据与评测：EEG(abstract)；分类 cs.HC

Comments 20 pages, 4 figures, for associated dataset, see https://doi.org/10.5281/zenodo.3814370

Journal ref Sci Data 7, (2020) 293

2003.14022 2020-04-01 math.OC eess.SP 57%

Distributed Noise Covariance Matrices Estimation in Sensor Networks

Jiahong Li, Nan Ma, Fang Deng

专题命中 BCI数据与评测：BCI(abstract)；分类 eess.SP

Comments 6 pages, 5 figures

1812.09895 2020-01-07 stat.ML cs.LG stat.ME 57%

A Bayesian Model for Bivariate Causal Inference

Maximilian Kurthen, Torsten A. Enßlin

专题命中 BCI数据与评测：BCI(abstract)；分类 cs.LG

Journal ref Entropy 2020, 22(1), 46

1910.12717 2019-10-29 stat.ML cs.LG 57%

Sampling of Bayesian posteriors with a non-Gaussian probabilistic learning on manifolds from a small dataset

Christian Soize, Roger Ghanem

专题命中 BCI数据与评测：cortical(abstract)；分类 cs.LG

1908.07896 2019-08-23 cs.LG cs.NE 57%

Enabling hyperparameter optimization in sequential autoencoders for spiking neural data

Mohammad Reza Keshtkaran, Chethan Pandarinath

专题命中 BCI数据与评测：neural interface(abstract)；分类 cs.LG

1810.02726 2018-10-08 cs.CV eess.SP 57%

Automatic Detection of Arousals during Sleep using Multiple Physiological Signals

Saman Parvaneh, Jonathan Rubin, Ali Samadani, Gajendra Katuwal

专题命中 BCI数据与评测：EEG(abstract)；分类 eess.SP

Comments Computing in Cardiology 2018

1805.06427 2018-09-11 cs.HC 57%

MOABB: Trustworthy algorithm benchmarking for BCIs

Vinay Jayaram, Alexandre Barachant

专题命中 BCI数据与评测：BCI(abstract)；分类 cs.HC

1803.09848 2018-03-28 eess.SP 57%

Epileptic Seizure Detection: A Deep Learning Approach

Ramy Hussein, Hamid Palangi, Rabab Ward, Z. Jane Wang

专题命中 BCI数据与评测：EEG(abstract)；分类 eess.SP

Comments 12 pages, 8 figures

1711.06550 2017-11-20 eess.SP cs.AI 57%

Reconstruction of the External Stimuli from Brain Signals

Pouya Ghaemmaghami

专题命中 BCI数据与评测：BCI(abstract)；分类 eess.SP

Comments 9 pages, 1 figure

1706.05932 2017-06-20 q-bio.NC 57%

A deep learning-inspired model of the hippocampus as storage device of the brain extended dataset

Alessandro Fontana

专题命中 BCI数据与评测：cortical(abstract)；分类 q-bio.NC

1610.01741 2016-10-07 cs.LG cs.NE 57%

Combining Generative and Discriminative Neural Networks for Sleep Stages Classification

Endang Purnama Giri, Mohamad Ivan Fanany, Aniati Murni Arymurthy

专题命中 BCI数据与评测：EEG(abstract)；分类 cs.LG

Comments Submitted to Computational Intelligence and Neuroscience (Hindawi Publishing). 13 pages

1206.6432 2012-07-02 cs.LG cs.CE stat.ML 57%

Sparse Support Vector Infinite Push

Alain Rakotomamonjy

专题命中 BCI数据与评测：BCI(abstract)；分类 cs.LG

Comments Appears in Proceedings of the 29th International Conference on Machine Learning (ICML 2012)

1106.3396 2011-06-20 cs.LG 57%

Large margin filtering for signal sequence labeling

Rémi Flamary, Benjamin Labbé, Alain Rakotomamonjy

专题命中 BCI数据与评测：BCI(abstract)；分类 cs.LG

Comments IEEE International Conference on Acoustics Speech and Signal Processing (ICASSP), 2010, Dallas : United States (2010)

1007.0824 2010-07-26 cs.LG 57%

Filtrage vaste marge pour l'étiquetage séquentiel à noyaux de signaux

Rémi Flamary, Benjamin Labbé, Alain Rakotomamonjy

专题命中 BCI数据与评测：BCI(abstract)；分类 cs.LG

Journal ref Conférence Francophone sur l'Apprentissage Automatique, Clermont Ferrand : France (2010)

2607.16298 2026-08-17 cs.CV 版本更新 50%

Revisiting Shape and Texture Reliance with Category-Separability-Calibrated Suppression

用语义匹配抑制重新思考特征依赖评估

Ning Jiang (1 and 2), Tianyi Luo (4), Zhengyong Huang (1 and 2), Yao Sui (1 and 2 and 3) ((1) Institute of Medical Technology, Peking University Health Science Center, Beijing, China, (2) National Institute of Health Data Science, Peking University, Beijing, China,(3) Institute for Artificial Intelligence, Peking University, Beijing, China,(4) School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China)

机构 * Institute of Medical Technology, Peking University Health Science Center（北京大学医学部医学技术研究所）； National Institute of Health Data Science, Peking University（北京大学国家卫生数据科学研究院）； Institute for Artificial Intelligence, Peking University（北京大学人工智能研究院）； School of Computer Science and Engineering, Sun Yat-sen University（中山大学计算机科学与工程学院）

专题命中 BCI数据与评测：cortical(abstract)

AI总结该研究重新审视视觉识别模型特征依赖问题，引入语义匹配评估框架，通过比较不同抑制下性能，发现卷积神经网络更依赖纹理，视觉Transformer更具鲁棒性，指出语义可比性对解释特征依赖很关键，其优势或与人类视觉皮层表征有关。

2607.02099 2026-07-03 cs.CV 新提交 50%

X-Splat: Gaussian Splatting for 3D CBCT Generation from Single Panoramic Radiograph

X-Splat：基于高斯泼溅的从单张全景X光片生成3D CBCT

Tomasz Szczepański, Szymon Płotka, Michal K. Grzeszczyk, Tomasz Trzciński, Arkadiusz Sitek

机构 * Sano Centre for Computational Medicine（桑诺计算医学中心）； Jagiellonian University（雅盖隆大学）； Warsaw University of Technology（华沙技术大学）； Research Institute IDEAS（IDEAS研究 institute）； Harvard Medical School（哈佛医学院）

专题命中 BCI数据与评测：cortical(abstract)

AI总结提出X-Splat，首个利用高斯泼溅从单张全景X光片生成CBCT样3D牙科体积的方法，通过已知采集几何初始化可学习高斯原语，结合Beer-Lambert重投影和多视角训练监督，优于NeRF和GAN基线。

Comments 19 pages, 6 figures, including appendix. Under review

2605.24679 2026-05-26 cs.CV 50%

MindAdapter: Few-Shot Parameter-Efficient Residual Calibration of Cross-Subject Brain-to-Visual Decoding Models

MindAdapter: 跨被试脑到视觉解码模型的少样本参数高效残差校准

Jiaxiang Liu, Jiawei Du, Xupeng Chen, Guoqi Li, Jiang Cai, Simon Fong, Mingkun Xu

机构 * Guangdong Institute of Intelligence Science and Technology（广东智能科学与技术研究院）； Agency for Science, Technology and Research（科技研究局）； New York University（纽约大学）； Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所）； Department of Computer and Information Science, University of Macau（澳门大学计算机与信息科学系）

专题命中 BCI数据与评测：brain-computer interface(abstract)

AI总结提出MindAdapter框架，通过解耦的线性-残差级联对齐和拓扑锚定双流流形约束，实现跨被试脑到视觉解码的少样本参数高效校准。

Comments Accepted to KDD 2026 (AI4Sciences Track). 15 pages, 7 figures

2604.03818 2026-04-07 cs.MA cs.GT 50%

Investigating the Impact of Subgraph Social Structure Preference on the Strategic Behavior of Networked Mixed-Motive Learning Agents

探讨子图社会结构偏好对网络混合动机学习代理战略行为的影响

Xinqi Gao, Mario Ventresca

专题命中 BCI数据与评测：BCI(abstract)

AI总结本文研究了子图社会结构偏好对网络混合动机学习代理在序列社会困境中的战略决策影响，提出SRIM方法，通过不同子图结构偏好展示代理奖励获取和战略行为的差异，验证了子图结构影响的鲁棒性。

Comments 17 pages, 8 page manuscript and 9 page appendix, 10 figures

2506.18371 2026-03-10 eess.IV cs.CV 50%

Transforming H&E images into IHC: A Variance-Penalized GAN for Precision Oncology

将H&E图像转化为IHC：一种变异性惩罚的GAN用于精准肿瘤学

Sara Rehmat, Hafeez Ur Rehman, Byeong-Gwon Kang, Sarra Ayouni, Yunyoung Nam

专题命中 BCI数据与评测：BCI(abstract)

AI总结本研究提出一种变异性惩罚的GAN模型，用于将H&E图像转化为高保真的IHC图像，以提升HER2阳性乳腺癌的诊断效率和精度。

2603.07625 2026-03-10 cs.CV 50%

Duala: Dual-Level Alignment of Subjects and Stimuli for Cross-Subject fMRI Decoding

Duala: 用于跨受试者fMRI解码的双层主体与刺激对齐

Shumeng Li, Jintao Guo, Jian Zhang, Yulin Zhou, Luyang Cao, Yinghuan Shi

机构 * State Key Laboratory of Novel Software Technology, Nanjing University（新型软件技术国家重点实验室，南京大学）； Institute of Brain-Machine Interface, Nanjing University（脑机接口研究院，南京大学）

专题命中 BCI数据与评测：brain-computer interface(abstract)

AI总结 Duala通过双层对齐方法提升跨受试者fMRI解码的准确性和鲁棒性

2602.17793 2026-02-23 cs.CV eess.IV 50%

LGD-Net: Latent-Guided Dual-Stream Network for HER2 Scoring with Task-Specific Domain Knowledge

LGD-Net：基于任务特定领域知识的HER2评分潜变量引导双流网络

Peide Zhu, Linbin Lu, Zhiqin Chen, Xiong Chen

机构 * School of Mathematics and Statistics, Fujian Normal University（福建师范大学数学与统计学学院）； Department of Oncology, Mengchao Hepatobiliary Hospital of Fujian Medical University（福建医科大学 Mengchao 肝胆医院肿瘤科）

专题命中 BCI数据与评测：BCI(abstract)

AI总结 LGD-Net通过跨模态特征幻觉替代显式像素生成，利用任务特定领域知识提升HER2评分的准确性与效率。

2601.15897 2026-02-10 cs.CV 50%

ThermoSplat: Cross-Modal 3D Gaussian Splatting with Feature Modulation and Geometry Decoupling

ThermoSplat: 多模态3D高斯点云的特征调制与几何解耦

Zhaoqi Su, Shihai Chen, Xinyan Lin, Liqin Huang, Zhipeng Su, Xiaoqiang Lu

机构 * College of Physics and Information Engineering, Fuzhou University（物理与信息工程学院，福州大学）

专题命中 BCI数据与评测：neural decoding(abstract)

AI总结 ThermoSplat通过特征调制和几何解耦实现多模态3D高斯点云的深度光谱感知重建，提升多光谱场景的渲染质量。

2601.21488 2026-01-30 cs.MM 50%

HADUA: Hierarchical Attention and Dynamic Uniform Alignment for Robust Cross-Subject Emotion Recognition

HADUA：层次注意力与动态统一对齐用于鲁棒的跨受体情绪识别

Jiahao Tang, Youjun Li, Yangxuan Zheng, Xiangting Fan, Siyuan Lu, Nuo Zhang, Zi-Gang Huang

专题命中 BCI数据与评测：EEG(abstract)

AI总结 HADUA通过层次注意力与动态统一对齐方法，提升跨受体情绪识别的鲁棒性和准确性。

2411.07121 2026-01-28 cs.CV 50%

Decoding Visual Experience and Mapping Semantics through Whole-Brain Analysis Using fMRI Foundation Models

通过fMRI基础模型进行全脑分析解码视觉体验并映射语义

Yanchen Wang, Adam Turnbull, Tiange Xiang, Yunlong Xu, Sa Zhou, Adnan Masoud, Shekoofeh Azizi, Feng Vankee Lin, Ehsan Adeli

机构 * Department of Psychiatry and Behavioral Sciences, Stanford University（精神病学与行为科学系，斯坦福大学）； Department of Computer Science, Stanford University（计算机科学系，斯坦福大学）； Department of Neurobiology, University of Chicago（神经生物学系，芝加哥大学）； Google DeepMind（谷歌DeepMind）

专题命中 BCI数据与评测：neural decoding(abstract)

AI总结本文提出基于fMRI基础模型的全脑分析方法，通过解码视觉体验提升对视觉处理的理解，实现超越传统视觉皮层的解码能力。

2601.16123 2026-01-23 quant-ph 50%

Calibration-Conditioned FiLM Decoders for Low-Latency Decoding of Quantum Error Correction Evaluated on IBM Repetition-Code Experiments

校准条件下的FiLM解码器用于量子纠错低延迟解码的评估：基于IBM重复码实验

Samuel Stein, Shuwen Kan, Chenxu Liu, Adrian Harkness, Sean Garner, Zefan Du, Yufei Ding, Ying Mao, Ang Li

专题命中 BCI数据与评测：neural decoding(abstract)

AI总结基于IBM重复码实验，该校准条件下的FiLM解码器在低延迟下显著降低逻辑错误率，展示出适应性解码的潜力。

2601.15071 2026-01-22 cs.CV 50%

The Pictorial Cortex: Zero-Shot Cross-Subject fMRI-to-Image Reconstruction via Compositional Latent Modeling

皮层：通过组合潜在建模实现零样本跨主体fMRI到图像重建

Jingyang Huo, Yikai Wang, Yanwei Fu, Jianfeng Feng

机构 * Institute of Science and Technology for Brain-inspired Intelligence (ISTBI), Fudan University（脑启发智能科学与技术研究院，复旦大学）； School of Data Science, Fudan University（复旦大学数据科学学院）； Fudan ISTBI–ZJNU Algorithm Centre for Brain-Inspired Intelligence, Zhejiang Normal University（复旦ISTBI-浙师大脑启发智能算法中心，浙江师范大学）； Shanghai Innovation Institute（上海创新研究院）； Nanyang Technological University（南洋理工大学）

专题命中 BCI数据与评测：cortical(abstract)

AI总结本文提出PictorialCortex模型，通过组合潜在建模和多数据集训练，实现零样本跨主体fMRI到图像重建。

2601.05855 2026-01-12 cs.CV 50%

Bidirectional Channel-selective Semantic Interaction for Semi-Supervised Medical Segmentation

双向通道选择性语义交互用于半监督医学分割

Kaiwen Huang, Yizhe Zhang, Yi Zhou, Tianyang Xu, Tao Zhou

专题命中 BCI数据与评测：BCI(abstract)

AI总结本文提出双向通道选择性语义交互框架，通过语义-空间扰动、通道选择性路由器和双向通道交互提升半监督医学图像分割性能。

Comments Accepted to AAAI 2026. Code at: https://github.com/taozh2017/BCSI

1. BCI数据与评测 503 篇

Update on the multimodal pathophysiological dataset of gradual cerebral ischemia in a cohort of juvenile pigs: auditory, sensory and high-frequency sensory evoked potentials

Enhancing ensemble learning and transfer learning in multimodal data analysis by adaptive dimensionality reduction

Unsupervised Domain Adaptation for Cross-Subject Few-Shot Neurological Symptom Detection

K-EmoCon, a multimodal sensor dataset for continuous emotion recognition in naturalistic conversations

Distributed Noise Covariance Matrices Estimation in Sensor Networks

A Bayesian Model for Bivariate Causal Inference

Sampling of Bayesian posteriors with a non-Gaussian probabilistic learning on manifolds from a small dataset

Enabling hyperparameter optimization in sequential autoencoders for spiking neural data

Automatic Detection of Arousals during Sleep using Multiple Physiological Signals

MOABB: Trustworthy algorithm benchmarking for BCIs

Epileptic Seizure Detection: A Deep Learning Approach

Reconstruction of the External Stimuli from Brain Signals

A deep learning-inspired model of the hippocampus as storage device of the brain extended dataset

Combining Generative and Discriminative Neural Networks for Sleep Stages Classification

Sparse Support Vector Infinite Push

Large margin filtering for signal sequence labeling

Filtrage vaste marge pour l'étiquetage séquentiel à noyaux de signaux

Revisiting Shape and Texture Reliance with Category-Separability-Calibrated Suppression

X-Splat: Gaussian Splatting for 3D CBCT Generation from Single Panoramic Radiograph

MindAdapter: Few-Shot Parameter-Efficient Residual Calibration of Cross-Subject Brain-to-Visual Decoding Models

Investigating the Impact of Subgraph Social Structure Preference on the Strategic Behavior of Networked Mixed-Motive Learning Agents

Transforming H&E images into IHC: A Variance-Penalized GAN for Precision Oncology

Duala: Dual-Level Alignment of Subjects and Stimuli for Cross-Subject fMRI Decoding

LGD-Net: Latent-Guided Dual-Stream Network for HER2 Scoring with Task-Specific Domain Knowledge

ThermoSplat: Cross-Modal 3D Gaussian Splatting with Feature Modulation and Geometry Decoupling

HADUA: Hierarchical Attention and Dynamic Uniform Alignment for Robust Cross-Subject Emotion Recognition

Decoding Visual Experience and Mapping Semantics through Whole-Brain Analysis Using fMRI Foundation Models

Calibration-Conditioned FiLM Decoders for Low-Latency Decoding of Quantum Error Correction Evaluated on IBM Repetition-Code Experiments

The Pictorial Cortex: Zero-Shot Cross-Subject fMRI-to-Image Reconstruction via Compositional Latent Modeling

Bidirectional Channel-selective Semantic Interaction for Semi-Supervised Medical Segmentation