Boosting Long-Delayed Reinforcement Learning with Auxiliary Short-Delayed Task

no code implementations • 5 Feb 2024 • Qingyuan Wu, Simon Sinong Zhan, YiXuan Wang, Chung-Wei Lin, Chen Lv, Qi Zhu, Chao Huang

Reinforcement learning is challenging in delayed scenarios, a common real-world situation where observations and interactions occur with delays.

reinforcement-learning

Architectural Design Alternatives based on Cloud/Edge/Fog Computing for Connected Vehicles

no code implementations • 26 Sep 2020 • Haoxin Wang, Tingting Liu, BaekGyu Kim, Chung-Wei Lin, Shinichi Shiraishi, Jiang Xie, Zhu Han

These requirements ask for a well-designed computing architecture to support the Quality-of-Service (QoS) of CV applications.

Networking and Internet Architecture

Reliable Smart Road Signs

no code implementations • 30 Jan 2019 • Muhammed O. Sayin, Chung-Wei Lin, Eunsuk Kang, Shinichi Shiraishi, Tamer Basar

Recently, vision-based road sign classification algorithms have been shown to be vulnerable against (even) small scale adversarial interventions that are imperceptible for humans.

Classification General Classification

Reliable Intersection Control in Non-cooperative Environments

no code implementations • 22 Feb 2018 • Muhammed O. Sayin, Chung-Wei Lin, Shinichi Shiraishi, Tamer Başar

We propose a reliable intersection control mechanism for strategic autonomous and connected vehicles (agents) in non-cooperative environments.