A Mathematical Theory of Phase-Consistent Information Bottleneck for Cross-Domain Generalization. [PDF]
Liu F, Wang Z.
europepmc +1 more source
This review maps the methods to monitor robots’ health by fusing vibration, sound, control signals, vision, force, and oil information with artificial intelligence. It identifies deep learning, transfer learning, digital twins, and physics‐informed models as key methodological pathways enabling earlier diagnosis, safer human–robot collaboration, and ...
Yuting Qiao +6 more
wiley +1 more source
An ODeL-based teacher professional development framework for teacher-facilitated human-AI collaboration in primary mathematics problem-solving: a conceptual analysis. [PDF]
Dibane Z.
europepmc +1 more source
International audienceMicromechanical porous media simulation incorporating solid contact through enhanced Linear Complementarity Problem ...
Pereira, Jean-Michel +3 more
core
Push the Limits: Human‐Like Multimodal Extreme Embodied Intelligence for Autonomous Racing
Autonomous racing tests embodied intelligence under extreme control limits of speed, actuation, and decision‐making. Inspired by human multimodality, we present Apex, an embodied agent deployed on a super‐formula racing car at Yas Marina. Integrating physics‐informed perception, multimodal learning, and tasking, Apex cuts lap times by 15% and achieves ...
Yanxin Zhou +13 more
wiley +1 more source
Air-Ground Collaborative Autonomous Exploration and Mapping Method for Complex Multi-Grain Pile Environments. [PDF]
Wu L, Chen M, Liang X.
europepmc +1 more source
This review highlights recent advances in material extrusion 3D printing of self‐healing polymers, focusing on the interplay between material chemistry, rheology, hardware customization, and process optimization. Filament‐ and ink‐based extrusion strategies, multimaterial architectures, and postprocessing approaches are discussed for applications in ...
Antonio Pavone +2 more
wiley +1 more source
Multimodal sensor-based response mechanisms of drivers under adverse weather conditions using EEG spectral entropy and prediction entropy. [PDF]
Tian Y +6 more
europepmc +1 more source
Learning‐Based Soft Robotic Grasping: Recent Progress and Remaining Challenges
This review analyzes learning‐based soft robotic grasping from a pipeline‐oriented perspective, encompassing soft gripper design, multimodal sensing, and learning‐based planning and control. It surveys key neural network architectures and benchmark datasets and identifies critical challenges such as sim‐to‐real transfer, generalization, and continual ...
Arnab Majumder +3 more
wiley +1 more source
Beyond affinity: AI-supported developability assessment and multi-objective optimization in antibody development. [PDF]
Jiang Q +6 more
europepmc +1 more source

