most citedPerception and Navigation in Autonomous Systems in the Era of Learning: A Survey

148 citations

7 papers

math.OC2020★ 7 cited

Accelerated Dual Averaging Methods for Decentralized Constrained Optimization

Changxin Liu, Yang Shi, Huiping Li +1

In this work, we study decentralized convex constrained optimization problems in networks. We focus on the dual averaging-based algorithmic framework that is well-documented to be…

cs.LG2020

When Autonomous Systems Meet Accuracy and Transferability through AI: A Survey

Chongzhen Zhang, Jianrui Wang, Gary G. Yen +5

With widespread applications of artificial intelligence (AI), the capabilities of the perception, understanding, decision-making and control for autonomous systems have improved si…

cs.LG2020★ 13 cited

Ternary Compression for Communication-Efficient Federated Learning

Jinjin Xu, Wenli Du, Ran Cheng +2

Learning over massive data stored in different locations is essential in many real-world applications. However, sharing data is full of challenges due to the increasing demands of…

cs.CV2020★ 148 cited

Perception and Navigation in Autonomous Systems in the Era of Learning: A Survey

Yang Tang, Chaoqiang Zhao, Jianrui Wang +6

Autonomous systems possess the features of inferring their own state, understanding their surroundings, and performing autonomous navigation. With the applications of learning syst…

eess.SY2020★ 69 cited

Stability of Multi-Dimensional Switched Systems with an Application to Open Multi-Agent Systems

Mengqi Xue, Yang Tang, Wei Ren +1

A multi-dimensional switched system or multi-mode multi-dimensional () system extends the classic switched system by allowing different subsystem dimensions. The stability pr…

cs.CV2019★ 54 cited

Deep Direct Visual Odometry

Chaoqiang Zhao, Yang Tang, Qiyu Sun +1

Traditional monocular direct visual odometry (DVO) is one of the most famous methods to estimate the ego-motion of robots and map environments from images simultaneously. However,…