Search Results for author: Sijie Chen

Found 4 papers, 0 papers with code

Offline Reinforcement Learning with Imbalanced Datasets

no code implementations6 Jul 2023 Li Jiang, Sijie Chen, JieLin Qiu, Haoran Xu, Wai Kin Chan, Zhao Ding

The prevalent use of benchmarks in current offline reinforcement learning (RL) research has led to a neglect of the imbalance of real-world dataset distributions in the development of models.

D4RL Offline RL +4

Target specific peptide design using latent space approximate trajectory collector

no code implementations2 Feb 2023 Tong Lin, Sijie Chen, Ruchira Basu, Dehu Pei, Xiaolin Cheng, Levent Burak Kara

Despite the prevalence and many successes of deep learning applications in de novo molecular design, the problem of peptide generation targeting specific proteins remains unsolved.

GenCos' Behaviors Modeling Based on Q Learning Improved by Dichotomy

no code implementations4 Aug 2020 Qiangang Jia, Zhaoyu Hu, Yiyan Li, Zheng Yan, Sijie Chen

Q learning is widely used to simulate the behaviors of generation companies (GenCos) in an electricity market.

Q-Learning

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