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Sabi 拿下由 Khosla Ventures、Accel、Initialized、Kevin Weil 和 DST Global 投资的 5000 万美元,用于打造一款配备 10 万个传感器、可让人仅凭思考就能与 AI 智能体交互的可穿戴 BCI 帽子。
论文提出 SPD-MetaFormer,一种面向小数据脑信号解码的无注意力架构,基于 SPD 流形上均匀加权 Fréchet 聚合,并发现现有流形注意力模型(MAtt、GBWAtt)的学到权重接近均匀,因此简化设计即可获得有竞争力的 EEG 基准结果。
SPERA 是一种采用 JEPA 潜空间预测架构的 EEG 基础模型,引入 Legendre 多项式空间先验与分解式时空注意力,在约 8 万小时、29,048 名受试者的 EEG 数据上预训练,并在九项下游任务上取得最高平均平衡准确率。
ICLR 2026 论文提出 Brain-IT 系统,可通过 fMRI 脑活动重建人眼所见图像,采用语义与结构双分支引导扩散模型,并能以新受试者仅约1小时的数据实现迁移学习。
提出了DenoFlow,一种基于整流流(rectified flow)的SSVEP脑电信号去噪方法,通过回归污染信号与干净信号间直线路径的速度场实现去噪,并在两个公开SSVEP数据集上超越了七个基线模型的信号保真度与解码准确率。
Researchers developed a light-activated hydrogel that can evolve alongside living tissue, potentially enabling more flexible brain-computer interfaces and soft robots that adapt to biological environments.
Bridge Neurotech launches with $13.5M in funding to challenge Sam Altman's Merge Labs in the race to build an ultrasound-powered wearable brain-computer interface, founded by former Neuralink chip developer Will Biederman.
Tianjin University researchers unveiled a 3-gram non-invasive brain-computer interface small enough to be concealed in hair, marking a notable advance in ultra-lightweight wearable neurotechnology.
A paralyzed Chinese designer used NeuroXess's fully implanted, fully wireless brain-computer interface combined with AI-generated design and 3D printing to create a figurine and custom assistive device, and to control his hospital room via AI-powered smart glasses. The demonstration reframes BCIs as a foundational layer linking human intent to AI systems and physical manufacturing.
A Muse user shows off a personal gadget hack: an ambient eInk display mounted above the keyboard that continuously streams useful or interesting content pushed from their Muse device throughout the day.
Researchers at the Weizmann Institute have developed an AI tool that reconstructs what a person is looking at from high-resolution fMRI brain scans with remarkable precision, and can also predict brain activity from images. Experts praise its potential to help locked-in patients and understand dreams, while warning it could enable surreptitious extraction of inner thoughts.
该论文发现非侵入式脑电解码语音中报告的大幅改进很大程度上可由时间间隔捷径在无脑数据的合成信号上复现;通过将句子内的滑动窗口独立编码以移除该捷径后,提出的SimpleB2T方法在五次观测下达到36.6%的词错误率,显著提升了脑到文本解码性能。
Opus 5.5 demonstrates the ability to generate videos from a single sentence, consuming over 300 million tokens in hours, and the post envisions future advancements where AI and immersive technologies could render imagination in real time.
This tweet thread claims that Brain-Computer Interface (BCI) technology will cause a 'cambrian explosion' in Human-Computer Interaction (HCI), detailing the development of a wearable BCI and the training of a brain foundation model.
Bio-MF is a one-step generative framework for EEG-to-fNIRS cross-modal generation, enabling low-latency and high-fidelity synthesis for hybrid motor-imagery brain-computer interfaces.
Neuralink's brain-computer interface enables an ALS patient to regain speech by decoding neural signals in real-time, demonstrating a significant breakthrough in communication technology.
The tweet promotes Terry, a Neuralink patient with ALS, urging support for him and a charity walk to defeat ALS.
Neuralink's VOICE trial is enabling individuals with disabilities to regain communication abilities through their brain-computer interface technology.
The paper proposes TriDim, a reusable block for EEG decoding that preserves spatial and temporal structures, achieving state-of-the-art performance across multiple datasets and improving existing models.
The post highlights AI's achievements in medicine, such as enabling paralyzed individuals to speak and walk through brain implants and spinal interfaces.