脑机接口 / BCI - arXivDaily 专题

2511.08628 2026-03-18 cs.CV cs.AI 50%

Learning Topology-Driven Multi-Subspace Fusion for Grassmannian Deep Network

学习拓扑驱动的多子空间融合用于Grassmannian深度网络

Xuan Yu, Tianyang Xu

专题命中 EEG解码：EEG(abstract)

AI总结本文提出拓扑驱动的多子空间融合框架，通过拓扑收敛分析动态选择和加权任务相关子空间，提升Grassmannian上的子空间协作能力，实验显示在3D动作识别、EEG分类和图任务中表现优异。

Comments Accepted at AAAI 2026

2412.21159 2026-03-10 q-bio.QM 50%

UNISEP: A Unified Sensor Placement Framework for Human Motion Capture and Wearables

UNISEP：一种用于人体运动捕捉和可穿戴设备的统一传感器布置框架

Julius Welzel, Sein Jeung, Lara Godbersen, Seyed Yahya Shirazi

专题命中 EEG解码：EEG(abstract)

AI总结 UNISEP框架提供了一种统一的传感器布置方法，以提高人类运动和生理数据在不同系统和研究领域中的可重复性和互操作性。

Comments 14 pages, 2 Tables. GitHub Rpostiroy and Page are available from the code availability section

2603.03816 2026-03-05 stat.ME math.ST stat.AP stat.TH 50%

The projected isotropic normal distribution with applications in neuroscience

投影各向同性正态分布及其在神经科学中的应用

Kanti V. Mardia, Antonio Mauricio F. L. Miranda de Sa'

专题命中 EEG解码：EEG(abstract)

AI总结本文提出了一种投影各向同性正态分布模型，用于分析闪光刺激下的EEG信号，并推导了其数学性质及应用方法。

Comments 33 Pages 14Figures

2602.22981 2026-02-27 cs.AI 50%

RepSPD: Enhancing SPD Manifold Representation in EEGs via Dynamic Graphs

RepSPD: 通过动态图增强EEG的SPD流形表示

Haohui Jia, Zheng Chen, Lingwei Zhu, Xu Cao, Yasuko Matsubara, Takashi Matsubara, Yasushi Sakurai

机构 * Information Science and Techinology, Hokkaido University, Japan（信息科学与技术，北海道大学，日本）； SANKEN, The University of Osaka, Japan（SANKEN，大阪大学，日本）； Great Bay University, China（大湾大学，中国）； Department of Computer Science, University of Illinois Urbana-Champaign, USA（计算机科学系，伊利诺伊大学厄巴纳-香槟分校，美国）

专题命中 EEG解码：EEG(abstract)

AI总结 RepSPD通过动态图增强EEG的SPD流形表示，利用交叉注意力机制和全局双向对齐策略提升几何一致性与鲁棒性。

1910.12343 2026-02-24 physics.data-an nlin.CD 50%

Disentangling synchrony from serial dependency in paired event time series

分离事件同步与序列依赖性在配对事件时间序列中

Adrian Odenweller, Reik V. Donner

专题命中 EEG解码：EEG(abstract)

AI总结本文提出改进的ES和ECA方法，揭示ES在处理序列依赖事件同步时的局限性，并建议ECA在多学科事件时间序列同步分析中更具鲁棒性。

Comments 15 pages; 12 figures

Journal ref Phys. Rev. E 101, 052213 (2020)

2602.12974 2026-02-16 stat.AP cs.CV stat.ME 50%

Statistical Opportunities in Neuroimaging

神经影像学中的统计机遇

Jian Kang, Thomas Nichols, Lexin Li, Martin A. Lindquist, Hongtu Zhu

专题命中 EEG解码：EEG(abstract)

AI总结本文探讨神经影像学在大脑发育、成人大脑、神经退行性疾病和大脑编码解码等领域的统计机遇与挑战，强调跨学科合作的重要性。

Comments 33 pages, 3 figures

2102.03411 2026-02-16 stat.CO 50%

Cosine Series Representation

余弦级数表示

Moo K. Chung

专题命中 EEG解码：EEG(abstract)

AI总结本文提出基于显式正交基展开的功能数据分析框架，用于建模和去噪复杂生物医学信号，展示其在可扩展和可解释的功能建模中的优势。

2405.13979 2026-02-10 cs.CV 50%

Robust Hyperbolic Learning with Curvature-Aware Optimization

具有曲率意识优化的鲁棒双曲学习

Ahmad Bdeir, Johannes Burchert, Lars Schmidt-Thieme, Niels Landwehr

机构 * Data Science Group University of Hildesheim（数据科学组海德斯海姆大学）； ISMLL University of Hildesheim（ISMLL海德斯海姆大学）

专题命中 EEG解码：EEG(abstract)

AI总结本文提出一种鲁棒双曲学习方法，通过曲率意识优化提升泛化能力，减少计算成本和稳定性问题，提升多领域任务性能。

2602.02511 2026-02-04 cs.CY cs.AI 50%

Training Data Governance for Brain Foundation Models

脑基础模型的训练数据治理

Margot Hanley, Jiunn-Tyng Yeh, Ryan Rodriguez, Jack Pilkington, Nita Farahany

专题命中 EEG解码：EEG(abstract)

AI总结本文探讨了在神经数据上训练基础模型所面临的伦理挑战，提出治理框架以规范数据使用和保护。

2601.22999 2026-02-02 stat.ME stat.CO 50%

Computationally efficient segmentation for non-stationary time series with oscillatory patterns

非平稳时间序列中具有振荡模式的计算高效分割

Nicolas Bianco, Lorenzo Cappello

专题命中 EEG解码：EEG(abstract)

AI总结本文提出了一种高效分割方法，用于非平稳时间序列中具有振荡模式的数据，通过线性模型和傅里叶基函数实现快速且准确的变更点检测。

2601.05095 2026-01-12 cs.NE 50%

Advanced Multimodal Learning for Seizure Detection and Prediction: Concept, Challenges, and Future Directions

先进多模态学习在癫痫检测与预测中的应用：概念、挑战与未来方向

Ijaz Ahmad, Faizan Ahmad, Sunday Timothy Aboyeji, Yongtao Zhang, Peng Yang, Javed Ali Khan, Rab Nawaz, Baiying Lei

专题命中 EEG解码：EEG(abstract)

AI总结本文综述了先进多模态学习在癫痫检测与预测中的应用，探讨了其概念、挑战及未来发展方向，旨在推动神经技术向更实用的解决方案发展。

2601.00856 2026-01-06 cs.AI 50%

Comment on: Your Brain on ChatGPT: Accumulation of Cognitive Debt When Using an AI Assistant for Essay Writing Tasks

对《你的大脑与ChatGPT：在使用AI助手进行论文写作任务时的认知债务积累》的评论

Milos Stankovic, Ella Hirche, Sarah Kollatzsch, Julia Nadine Doetsch

专题命中 EEG解码：EEG(abstract)

AI总结该评论指出Kosmyna等人（2025）研究中存在样本量小、分析不可重复、EEG分析方法问题、结果报告不一致及透明度不足等需改进之处。

Comments Comment on arXiv:2506.08872

2506.08872 2026-01-05 cs.AI 50%

Your Brain on ChatGPT: Accumulation of Cognitive Debt when Using an AI Assistant for Essay Writing Task

你的大脑在使用ChatGPT时：在使用AI助手写论文任务时积累的认知债务

Nataliya Kosmyna, Eugene Hauptmann, Ye Tong Yuan, Jessica Situ, Xian-Hao Liao, Ashly Vivian Beresnitzky, Iris Braunstein, Pattie Maes

专题命中 EEG解码：EEG(abstract)

AI总结研究发现使用LLM辅助写作会导致认知负担增加，长期依赖LLM可能影响学习效果。

Comments 216 pages, 102 figures, 4 tables and appendix

2303.16907 2025-12-22 physics.data-an nlin.CD 50%

Multivariate Joint Recurrence Quantification Analysis: detecting coupling between time series of different dimensionalities

多变量联合复发量化分析：检测不同维度时间序列之间的耦合

Sebastian Wallot, Dan Mønster

专题命中 EEG解码：EEG(abstract)

AI总结本文提出多变量联合复发量化分析方法，用于分析不同维度时间序列之间的耦合特性，并通过实验验证其有效性。

Comments Updated version. 55 pages, 10 figures

2507.19028 2025-12-18 stat.ME stat.AP stat.ML 50%

Nonparametric Linear Discriminant Analysis for High Dimensional Matrix-Valued Data

非参数线性判别分析用于高维矩阵值数据

Seungyeon Oh, Seongoh Park, Hoyoung Park

专题命中 EEG解码：EEG(abstract)

AI总结本文提出了一种非参数线性判别分析方法，用于高维矩阵值数据的分类，通过非参数最大似然估计提升分类性能。

Comments 24 pages, 11 figures, 5 tables and Supplementary Material (7 pages, 13 figures and 1 table )

2512.12444 2025-12-16 cs.CL 50%

Can GPT replace human raters? Validity and reliability of machine-generated norms for metaphors

GPT能否替代人类评分者？机器生成的隐喻规范的有效性和可靠性

Veronica Mangiaterra, Hamad Al-Azary, Chiara Barattieri di San Pietro, Paolo Canal, Valentina Bambini

专题命中 EEG解码：EEG(abstract)

AI总结本文研究了GPT在隐喻评分中的有效性与可靠性，发现较大模型能有效替代人类评分，但需注意隐喻惯例性和多模态因素的影响。

Comments 30 pages, 5 figures

2512.04845 2025-12-05 math.NA cs.NA math-ph math.MP physics.bio-ph 50%

A High-Order Discretization Scheme for Surface Integral Equations for Analyzing the Electroencephalography Forward Problem

一种用于分析脑电图前向问题的高阶表面积分方程离散化方案

Rui Chen, Viviana Giunzioni, Adrien Merlini, Francesco P. Andriulli

专题命中 EEG解码：EEG(abstract)

AI总结本文提出了一种基于Nystrom的高阶离散化方案，用于提高脑电图前向问题的分析精度，通过灵活调整基函数阶数和优化奇异处理技术，提升计算效率和准确性。

Comments 9 pages, 7 figures

2512.04729 2025-12-05 math.NA cs.NA 50%

Weighted total variation regularization for inverse problems with significant null spaces

加权总变分正则化用于具有显著空空间的反问题

Martin Burger, Ole Løseth Elvetun, Bjørn Fredrik Nielsen

专题命中 EEG解码：EEG(abstract)

AI总结本文提出加权总变分正则化方法，用于解决具有显著空空间的反问题，有效恢复远离边界的源位置和大小。

2511.14417 2025-11-19 stat.AP 50%

Nonlinear Coherence for Vector Time Series: Defining Region-to-Region Functional Brain Connectivity

Paolo Victor Redondo, Raphaël Huser, Hernando Ombao

专题命中 EEG解码：EEG(abstract)

2510.26982 2025-11-03 stat.CO stat.ML 50%

Robust fuzzy clustering for high-dimensional multivariate time series with outlier detection

Ziling Ma, Ángel López-Oriona, Hernando Ombao, Ying Sun

专题命中 EEG解码：EEG(abstract)

2510.05123 2025-10-08 eess.IV cs.AI 50%

A Scalable AI Driven, IoT Integrated Cognitive Digital Twin for Multi-Modal Neuro-Oncological Prognostics and Tumor Kinetics Prediction using Enhanced Vision Transformer and XAI

Saptarshi Banerjee, Himadri Nath Saha, Utsho Banerjee, Rajarshi Karmakar, Jon Turdiev

专题命中 EEG解码：EEG(abstract)

2510.04426 2025-10-07 stat.ML math.FA 50%

Divergence Phase Index: A Riesz-Transform Framework for Multidimensional Phase Difference Analysis

Magaly Catanzariti, Hugo Aimar, Diego M. Mateos

专题命中 EEG解码：EEG(abstract)

Comments 19 pages; 4 figures

2509.21345 2025-10-06 cs.NE cs.SY eess.SY 50%

Neuromorphic Deployment of Spiking Neural Networks for Cognitive Load Classification in Air Traffic Control

Jiahui An, Chonghao Cai, Olympia Gallou, Sara Irina Fabrikant, Giacomo Indiveri, Elisa Donati

专题命中 EEG解码：EEG(abstract)

Comments Preprint version. Accepted at ACM/IEEE ICONS 2025 (to appear in Proceedings)

2509.06418 2025-09-09 stat.ME stat.AP 50%

Noise-Robust Phase Connectivity Estimation via Bayesian Circular Functional Models

Shonosuke Sugasawa, Takeru Matsuda, Tomoyuki Nagakawa

专题命中 EEG解码：EEG(abstract)

Comments 17 pages

2402.11282 2025-09-09 cs.CL 50%

Grammaticality illusion or ambiguous interpretation? Event-related potentials reveal the nature of the missing-NP effect in Mandarin centre-embedded structures

Qihang Yang, Caimei Yang, Yu Liao, Ziman Zhuang

专题命中 EEG解码：EEG(abstract)

2509.05092 2025-09-08 cs.CV 50%

Semi-supervised Deep Transfer for Regression without Domain Alignment

Mainak Biswas, Ambedkar Dukkipati, Devarajan Sridharan

机构 * Brain, Computation and Data Sciences（脑科学与数据科学）； Centre for Neuroscience（神经科学中心）； Computer Science and Automation（计算机科学与自动化）

专题命中 EEG解码：EEG(abstract)

Comments 15 pages, 6 figures, International Conference on Computer Vision 2025

2210.07456 2025-09-05 stat.ME stat.ML 50%

Estimation of High-Dimensional Markov-Switching VAR Models with an Approximate EM Algorithm

Xiudi Li, Abolfazl Safikhani, Ali Shojaie

专题命中 EEG解码：EEG(abstract)

2509.00585 2025-09-03 stat.ME 50%

MOPED: A moving sum method for change point detection in pairwise extremal dependence

Euan T. McGonigle, Matthew Pawley, Jordan Richards, Christian Rohrbeck

专题命中 EEG解码：EEG(abstract)

2508.19115 2025-08-27 cs.CR cs.AI 50%

SecureV2X: An Efficient and Privacy-Preserving System for Vehicle-to-Everything (V2X) Applications

Joshua Lee, Ali Arastehfard, Weiran Liu, Xuegang Ban, Yuan Hong

机构 * University of California Santa Barbara（加州大学圣芭芭拉分校）； University of Connecticut（康涅狄格大学）； Alibaba Group（阿里巴巴集团）； University of Washington（华盛顿大学）

专题命中 EEG解码：EEG(abstract)

Comments 10 pages, 3 figures

2508.18547 2025-08-27 cs.SE 50%

How do Humans and LLMs Process Confusing Code?

Youssef Abdelsalam, Norman Peitek, Anna-Maria Maurer, Mariya Toneva, Sven Apel

专题命中 EEG解码：EEG(abstract)

1. EEG解码 3894 篇

Learning Topology-Driven Multi-Subspace Fusion for Grassmannian Deep Network

UNISEP: A Unified Sensor Placement Framework for Human Motion Capture and Wearables

The projected isotropic normal distribution with applications in neuroscience

RepSPD: Enhancing SPD Manifold Representation in EEGs via Dynamic Graphs

Disentangling synchrony from serial dependency in paired event time series

Statistical Opportunities in Neuroimaging

Cosine Series Representation

Robust Hyperbolic Learning with Curvature-Aware Optimization

Training Data Governance for Brain Foundation Models

Computationally efficient segmentation for non-stationary time series with oscillatory patterns

Advanced Multimodal Learning for Seizure Detection and Prediction: Concept, Challenges, and Future Directions

Comment on: Your Brain on ChatGPT: Accumulation of Cognitive Debt When Using an AI Assistant for Essay Writing Tasks

Your Brain on ChatGPT: Accumulation of Cognitive Debt when Using an AI Assistant for Essay Writing Task

Multivariate Joint Recurrence Quantification Analysis: detecting coupling between time series of different dimensionalities

Nonparametric Linear Discriminant Analysis for High Dimensional Matrix-Valued Data

Can GPT replace human raters? Validity and reliability of machine-generated norms for metaphors

A High-Order Discretization Scheme for Surface Integral Equations for Analyzing the Electroencephalography Forward Problem

Weighted total variation regularization for inverse problems with significant null spaces

Nonlinear Coherence for Vector Time Series: Defining Region-to-Region Functional Brain Connectivity

Robust fuzzy clustering for high-dimensional multivariate time series with outlier detection

A Scalable AI Driven, IoT Integrated Cognitive Digital Twin for Multi-Modal Neuro-Oncological Prognostics and Tumor Kinetics Prediction using Enhanced Vision Transformer and XAI

Divergence Phase Index: A Riesz-Transform Framework for Multidimensional Phase Difference Analysis

Neuromorphic Deployment of Spiking Neural Networks for Cognitive Load Classification in Air Traffic Control

Noise-Robust Phase Connectivity Estimation via Bayesian Circular Functional Models

Grammaticality illusion or ambiguous interpretation? Event-related potentials reveal the nature of the missing-NP effect in Mandarin centre-embedded structures

Semi-supervised Deep Transfer for Regression without Domain Alignment

Estimation of High-Dimensional Markov-Switching VAR Models with an Approximate EM Algorithm

MOPED: A moving sum method for change point detection in pairwise extremal dependence

SecureV2X: An Efficient and Privacy-Preserving System for Vehicle-to-Everything (V2X) Applications

How do Humans and LLMs Process Confusing Code?