Search Results for author: Xujie Song

Found 4 papers, 1 papers with code

Diffusion Actor-Critic with Entropy Regulator

no code implementations24 May 2024 Yinuo Wang, Likun Wang, YuXuan Jiang, Wenjun Zou, Tong Liu, Xujie Song, Wenxuan Wang, Liming Xiao, Jiang Wu, Jingliang Duan, Shengbo Eben Li

This algorithm conceptualizes the reverse process of the diffusion model as a novel policy function and leverages the capability of the diffusion model to fit multimodal distributions, thereby enhancing the representational capacity of the policy.

Training Multi-layer Neural Networks on Ising Machine

no code implementations6 Nov 2023 Xujie Song, Tong Liu, Shengbo Eben Li, Jingliang Duan, Wenxuan Wang, Keqiang Li

This paper proposes an Ising learning algorithm to train quantized neural network (QNN), by incorporating two essential techinques, namely binary representation of topological network and order reduction of loss function.

Non-zero-sum Game Control for Multi-vehicle Driving via Reinforcement Learning

1 code implementation8 Feb 2023 Xujie Song, Zexi Lin

In summary, we propose a non-zero-sum game framework for modeling multi-vehicle driving, provide an effective way to solve the Nash equilibrium driving strategy, and validate at non-signalized intersections.

Model-based Reinforcement Learning reinforcement-learning +1

MITNet: GAN Enhanced Magnetic Induction Tomography Based on Complex CNN

no code implementations16 Feb 2021 Zuohui Chen, Qing Yuan, Xujie Song, Cheng Chen, Dan Zhang, Yun Xiang, Ruigang Liu, Qi Xuan

Magnetic induction tomography (MIT) is an efficient solution for long-term brain disease monitoring, which focuses on reconstructing bio-impedance distribution inside the human brain using non-intrusive electromagnetic fields.

Generative Adversarial Network Image Reconstruction

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