activity
20182022
most citedSMARTS: Scalable Multi-Agent Reinforcement Learning Training School for Autonomous Driving

103 citations · 228 across the 12 of their papers we have counts for

collaborators

17 papers

cs.LG2022

Multi-Agent Feedback Enabled Neural Networks for Intelligent Communications

Fanglei Sun, Yang Li, Ying Wen +4

In the intelligent communication field, deep learning (DL) has attracted much attention due to its strong fitting ability and data-driven learning capability. Compared with the typ…

cs.SD2022

Cross-Utterance Conditioned VAE for Non-Autoregressive Text-to-Speech

Yang Li, Cheng Yu, Guangzhi Sun +6

Modelling prosody variation is critical for synthesizing natural and expressive speech in end-to-end text-to-speech (TTS) systems. In this paper, a cross-utterance conditional VAE…

math.DS2022

Application of Lie Group-based Neural Network Method to Nonlinear Dynamical Systems

Ying Wen, Temuer Chaolu

In this paper, a Lie group-based neural network method is proposed for solving initial value problems of non linear dynamics. Due to its single-layer structure (MLP), the approach…

math.NA202221 cited

Solving the Initial Value Problem of Ordinary Differential Equations by Lie Group based Neural Network Method

Ying Wen, Temuer Chaolu, Xiangsheng Wang

To combine a feedforward neural network (FNN) and Lie group (symmetry) theory of differential equations (DEs), an alternative artificial NN approach is proposed to solve the initia…

cs.MA20214 cited

A Game-Theoretic Approach to Multi-Agent Trust Region Optimization

Ying Wen, Hui Chen, Yaodong Yang +4

Trust region methods are widely applied in single-agent reinforcement learning problems due to their monotonic performance-improvement guarantee at every iteration. Nonetheless, wh…

cs.MA20219 cited

Unifying Behavioral and Response Diversity for Open-ended Learning in Zero-sum Games

Xiangyu Liu, Hangtian Jia, Ying Wen +5

Measuring and promoting policy diversity is critical for solving games with strong non-transitive dynamics where strategic cycles exist, and there is no consistent winner (e.g., Ro…