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AI & CognitionOpenAlex2026-07-23Verified (73)

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Motor imagery-based brain–computer interface training for post-stroke upper limb dysfunction: systematic review and meta-analysis

Zhen Yang, Shangang Zhang, Du Wang et al.

Background Motor imagery based brain–computer Interface (MI BCI) utilises electroencephalographic signals from imagined limb movements for control commands, enabling real time interaction with external devices. Clinical trials suggest its potential for upper limb recovery post stroke. This study aims to systematically evaluate the effectiveness of MI BCI on upper limb motor function in patients with post stroke he...

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AI & CognitionarXiv2026-07-23Skeptical (25)

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Graph Learning on Ensembles of Cyclic Peptides: An Investigation of Molecular Ensemble Modeling

Aaron Feller, Kris Deibler, Maxim Secor

Molecular property prediction from structure often uses a single representative conformation, even though many molecules exist as conformational ensembles in solution. We introduce EnsembleEGNN, a molecular ensemble foundation model that encodes an ensemble by first encoding each conformer with shared Equivariant Graph Neural Network (EGNN) layers, then pooling the resulting conformer representations with a Set At...

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AI & Cognition

Motor imagery-based brain–computer interface training for post-stroke upper limb dysfunction: systematic review and meta-analysis

Graph Learning on Ensembles of Cyclic Peptides: An Investigation of Molecular Ensemble Modeling

Unsupervised Consensus-Based Anomaly Detection for Spatiotemporal Malaria Incidence in Ghana

Beyond Sycophancy: Structured Resistance and Compliance in LLM Moral Reasoning

MIRROR: Learning from the Other View for Multi-Modal Reasoning

X$^3$-OPD: Distilling Reasoning into Large Audio-Language Models via On-Policy Alignment

The Boundaries of Automation: A Theory of Persistent Human Participation

GS-Agent: Creating 4D Physical Worlds With Generative Simulation

Same Dangerous Objective, Opposite Advice: Direct Exposure versus Multi-Agent Mediation

Windowed-MTP: Removing the Full-Context Draft-KV Tax at Million-Token Context

OpenForgeRL: Train Harness-native Agents in Any Environment

Beyond Sufficiency: Time Series Explanation with Counterfactual Necessity

Expanding Flow Maps

AXIS: A Growable Community-Driven Data Engine for Scalable Robot Manipulation

Scale Up Strategically: Learning Compositional Generalization via Bias-Aware Evaluation and Data Collection for Robotic Manipulation

Beyond Episodic Evaluation: Memory Architectural Bottlenecks in Sequential Embodied Question Answering

Zero-Flow Two-Sample Tests

BCI-FIT: A customization protocol for communication brain-computer interface systems.

Mental health as a constitutional value: philosophical foundations of the right to mental integrity amid current neurotechnology challenges

Temporal synchrony promotes motor recovery and ipsilesional cortical reorganization in BCI-based stroke rehabilitation: a randomized controlled trial