Search Results for author: Jiaping Xiao

Found 7 papers, 2 papers with code

Vision-based Learning for Drones: A Survey

no code implementations8 Dec 2023 Jiaping Xiao, Rangya Zhang, Yuhang Zhang, Mir Feroskhan

Drones as advanced cyber-physical systems are undergoing a transformative shift with the advent of vision-based learning, a field that is rapidly gaining prominence due to its profound impact on drone autonomy and functionality.

Decision Making

Target Search and Navigation in Heterogeneous Robot Systems with Deep Reinforcement Learning

no code implementations1 Aug 2023 Yun Chen, Jiaping Xiao

Collaborative heterogeneous robot systems can greatly improve the efficiency of target search and navigation tasks.

Navigate reinforcement-learning

EEG-based Sleep Staging with Hybrid Attention

no code implementations16 May 2023 Xinliang Zhou, Chenyu Liu, Jiaping Xiao, Yang Liu

Specifically, we propose a well-designed spatio-temporal attention mechanism to adaptively assign weights to inter-channels and intra-channel EEG segments based on the spatio-temporal relationship of the brain during different sleep stages.

EEG EEG based sleep staging +1

An EEG Channel Selection Framework for Driver Drowsiness Detection via Interpretability Guidance

no code implementations26 Apr 2023 Xinliang Zhou, Dan Lin, Ziyu Jia, Jiaping Xiao, Chenyu Liu, Liming Zhai, Yang Liu

However, the raw EEG data is inherently noisy and redundant, which is neglected by existing works that just use single-channel EEG data or full-head channel EEG data for model training, resulting in limited performance of driver drowsiness detection.

EEG

Learning Multi-Pursuit Evasion for Safe Targeted Navigation of Drones

2 code implementations7 Apr 2023 Jiaping Xiao, Mir Feroskhan

Safe navigation of drones in the presence of adversarial physical attacks from multiple pursuers is a challenging task.

Collaborative Target Search with a Visual Drone Swarm: An Adaptive Curriculum Embedded Multistage Reinforcement Learning Approach

2 code implementations26 Apr 2022 Jiaping Xiao, Phumrapee Pisutsin, Mir Feroskhan

Equipping drones with target search capabilities is highly desirable for applications in disaster rescue and smart warehouse delivery systems.

Management

Foresight of Graph Reinforcement Learning Latent Permutations Learnt by Gumbel Sinkhorn Network

no code implementations23 Oct 2021 Tianqi Shen, Hong Zhang, Ding Yuan, Jiaping Xiao, Yifan Yang

Vital importance has necessity to be attached to cooperation in multi-agent environments, as a result of which some reinforcement learning algorithms combined with graph neural networks have been proposed to understand the mutual interplay between agents.

Graph Attention reinforcement-learning +1

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