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Rectifying Geometric Misalignment: Online Source-Free Adaptation for Class-Imbalanced EEG

arXiv cs.LG · 4d ago Cached

This paper proposes OSPDIM, a source-free online unsupervised domain adaptation framework for EEG-based BCIs that corrects geometric misalignment caused by class-imbalanced label shifts on the Riemannian manifold, outperforming standard alignment methods in online scenarios.

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@sonyatweetybird: the smartest young people in sf were working on agi/alignment 5-10y ago. they are working on bci today. naomi is a tota…

X AI KOLs Timeline · 5d ago Cached

A tweet highlights that top young talent in SF is shifting from AGI/alignment to brain-computer interfaces, noting Naomi Bashkansky's resignation from OpenAI to join Conduit as a founding researcher working on non-invasive mind-reading models.

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Bayesian Complete-Pooling in Cross-Subject Classification for Motor Imagery Electroencephalogram

arXiv cs.LG · 2026-07-28 Cached

This paper presents a large-scale study comparing Bayesian complete-pooling models to frequentist baselines for cross-subject motor imagery EEG classification, finding that Bayesian methods improve reliability modestly but at a higher computational cost, with limited practical benefit.

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Neuralink Shows Trial Participants Driving Wheelchairs With Their Minds

Reddit r/singularity · 2026-07-24

Neuralink demonstrates its brain-computer interface allowing trial participants to control wheelchairs using only their thoughts, marking a significant milestone in neural prosthesis technology.

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@elonmusk: Neuralink helping those who have lost their mind to body connection

X AI KOLs Following · 2026-07-24 Cached

Neuralink is exploring how clinical trial participants can control a powered wheelchair using their mind, detailing the process in a thread.

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BrainCo Launches World's First Integrated AI Platform for Brain-to-Robot Control

Reddit r/singularity · 2026-07-20

BrainCo has launched what it claims is the world's first integrated AI platform for brain-to-robot control, enabling direct neural control of robotic systems.

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Based on the current acceleration of AI, when will we achieve fully immersive simulations?

Reddit r/singularity · 2026-06-23

A speculative discussion on when fully immersive simulations, requiring brain-computer interfaces that fool all senses, might be achieved given current AI acceleration.

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Brain-computer interface trials are taking off

MIT Technology Review · 2026-06-19 Cached

Brain-computer interface trials are expanding rapidly, with a growing number of volunteers like Casey Harrell using implants to communicate and regain independence, marking a new phase in neurotechnology.

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This man with ALS is “the first power user” of a brain implant that lets him speak

MIT Technology Review · 2026-06-15 Cached

Casey Harrell, a man with ALS, has become the first 'power user' of a speech brain-computer interface, using it independently for thousands of hours to speak, browse the web, and work. A study in Nature Medicine reports the device's long-term reliability and expanded capabilities.

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The Download: China’s brain implant ambitions

MIT Technology Review · 2026-06-01 Cached

China has approved the world's first invasive brain-computer chip, NEO, for use beyond clinical trials, marking a major step in the country's ambition to lead in brain implant technology.

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