no code implementations • 23 May 2017 • Shufang Zhu, Lucas M. Tabajara, Jianwen Li, Geguang Pu, Moshe Y. Vardi
LTLf synthesis is the process of finding a strategy that satisfies a linear temporal specification over finite traces.
1 code implementation • 13 Jun 2020 • Yihao Huang, Felix Juefei-Xu, Run Wang, Qing Guo, Lei Ma, Xiaofei Xie, Jianwen Li, Weikai Miao, Yang Liu, Geguang Pu
At this moment, GAN-based image generation methods are still imperfect, whose upsampling design has limitations in leaving some certain artifact patterns in the synthesized image.
no code implementations • 13 Jun 2021 • Peng Jin, Min Zhang, Jianwen Li, Li Han, Xuejun Wen
Formally verifying Deep Reinforcement Learning (DRL) systems is a challenging task due to the dynamic continuity of system behaviors and the black-box feature of embedded neural networks.
no code implementations • 11 Oct 2023 • Jalil Chavez-Galaviz, Jianwen Li, Ajinkya Chaudhary, Nina Mahmoudian
This work proposes a Model Predictive Controller using Neural Network Simulation Error Minimization (NNSEM-MPC) to accurately predict the dynamics of the ASV under wind disturbances.
no code implementations • 2 Nov 2023 • Jalil Chavez-Galaviz, Jianwen Li, Matthew Bergman, Miras Mengdibayev, Nina Mahmoudian
The obtained image is then processed using an underwater image formation model to simulate image attenuation over distance under different water types.
Generative Adversarial Network Image-to-Image Translation +1