MGDP: Mastering a Generalized Depth Perception Model for Quadruped Locomotion
ABSTRACT Perception‐based Deep Reinforcement Learning (DRL) controllers demonstrate impressive performance on challenging terrains. However, existing controllers still face core limitations, struggling to achieve both terrain generality and platform transferability, and are constrained by high computational overhead and sensitivity to sensor noise.
Yinzhao Dong +9 more
wiley +1 more source
Clustering single-cell multi-omics data via weighted distance penalty and adaptive consistent graph regularization. [PDF]
Zhang W, Yu Y, Zheng X, Shen J, Li Y.
europepmc +1 more source
Harnessing Phase Separation for the Development of High‐Performance Hydrogels
ABSTRACT Hydrogels are indispensable for the development of next‐generation bioelectronics, soft robotics, and biomedical devices, where their mechanical properties determine performance and reliability. Among strategies to enhance hydrogel mechanics, phase separation enables controlled heterogeneity resulting in gel networks that are reinforced by ...
Yue Shao +3 more
wiley +1 more source
Policy-Guided Model Predictive Path Integral for Safe Manipulator Trajectory Planning. [PDF]
Liang L, Wu C, Wang X.
europepmc +1 more source
SDS‐CRISPR for Single‐Nucleotide Variant Detection
Structure‐disruption‐sensitive CRISPR (SDS‐CRISPR) converts structural instability into single‐nucleotide precision, thereby overcoming mismatch tolerance in canonical Cas12a and enabling versatile diagnostics across DNA, RNA, and microRNA targets. When applied to rapid IDH1 mutation detection for glioma genotyping and integrated with lateral‐flow ...
Xin Guan +12 more
wiley +1 more source
Psychology at the screen: Investigating the current VAR protocol. [PDF]
Walker D +7 more
europepmc +1 more source
The Polymers of Life: Exploring Cellular Function Through Polymer Concepts
Biomolecular phase separation reveals that a hidden layer of cellular organization is governed by the principles of polymer science. This review bridges polymer physics and cell biology, offering a primer on fundamental concepts, proposing a framework for interrogating cellular function, and synthesizing biophysical methods for decoding macromolecular ...
Mark Chen, Ashutosh Chilkoti
wiley +1 more source
Intelligent resource management in UAV-enabled networks using cell-free communications and intelligent reflective surfaces. [PDF]
Wu H, Gu F, Lu H, Su H.
europepmc +1 more source
A physics‐based framework resolving graphite phase‐separation dynamics establishes a predictive, degradation‐aware fast‐charging methodology for commercial Li‐ion batteries. The resulting model‐informed protocol achieves 20%–80% state‐of‐charge in 14 min while matching the long‐term degradation of a commercial 25‐minute EV strategy.
Marco Lagnoni +10 more
wiley +1 more source
Footwork recognition and trajectory tracking of football goalie using Multi-Sensor technology. [PDF]
Ye G, Liang L.
europepmc +1 more source

