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Magnetic Field-Based Reward Shaping for Goal-Conditioned Reinforcement Learning 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 12, 页码: 2233-2247
作者:  Hongyu Ding;  Yuanze Tang;  Qing Wu;  Bo Wang;  Chunlin Chen;  Zhi Wang
Adobe PDF(5205Kb)  |  收藏  |  浏览/下载：107/35  |  提交时间：2023/10/31
Dynamic environments  goal-conditioned reinforcement learning  magnetic field  reward shaping  
A Brief Overview of ChatGPT: The History, Status Quo and Potential Future Development 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 5, 页码: 1122-1136
作者:  Tianyu Wu;  Shizhu He;  Jingping Liu;  Siqi Sun;  Kang Liu;  Qing-Long Han;  Yang Tang
Adobe PDF(4650Kb)  |  收藏  |  浏览/下载：830/673  |  提交时间：2023/04/26
AIGC  ChatGPT  GPT-3  GPT-4  human feedback  large language models  
DAO to Hanoi via DeSci: AI Paradigm Shift from AlphaGo to ChatGPT 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 4, 页码: 877-897
作者:  Miao, Qinghai (proxy) (contact);  Zheng, Wenbo;  吕, 宜生;  Huang, Min;  Ding, Wenwen;  Wang, Fei-Yue
Adobe PDF(4968Kb)  |  收藏  |  浏览/下载：267/67  |  提交时间：2023/03/22
ChatGPT, decentralized science (DeSci)  decentralized autonomous organization (DAO)  machine learning  paradigm shift  
Squeezing More Past Knowledge for Online Class-Incremental Continual Learning 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 3, 页码: 722-736
作者:  Da Yu;  Mingyi Zhang;  Mantian Li;  Fusheng Zha;  Junge Zhang;  Lining Sun;  Kaiqi Huang
Adobe PDF(7599Kb)  |  收藏  |  浏览/下载：253/96  |  提交时间：2023/03/02
Catastrophic forgetting  class-incremental learning  continual learning (CL)  experience replay  
A Survey on Negative Transfer 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 2, 页码: 305-329
作者:  Wen Zhang;  Lingfei Deng;  Lei Zhang;  Dongrui Wu
Adobe PDF(2739Kb)  |  收藏  |  浏览/下载：254/99  |  提交时间：2023/01/16
Domain adaptation  domain similarity  negative transfer  positive transfer  transfer learning  
Networked Knowledge and Complex Networks: An Engineering View 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 8, 页码: 1366-1383
作者:  Jinhu Lü;  Guanghui Wen;  Ruqian Lu;  Yong Wang;  Songmao Zhang
Adobe PDF(1876Kb)  |  收藏  |  浏览/下载：156/24  |  提交时间：2022/08/01
Complex network  knowledge graph  networked knowledge  neural network  
Conflict-Aware Safe Reinforcement Learning: A Meta-Cognitive Learning Framework 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 3, 页码: 466-481
作者:  Majid Mazouchi;  Subramanya Nageshrao;  Hamidreza Modares
Adobe PDF(11662Kb)  |  收藏  |  浏览/下载：158/16  |  提交时间：2022/03/09
Optimal control  receding-horizon attentional controller (RHAC)  reinforcement learning (RL)  
Generative Adversarial Network Based Heuristics for Sampling-Based Path Planning 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 1, 页码: 64-74
作者:  Tianyi Zhang;  Jiankun Wang;  Max Q.-H. Meng
Adobe PDF(19604Kb)  |  收藏  |  浏览/下载：223/43  |  提交时间：2021/11/03
Generative adversarial network (GAN)  optimal path planning  robot path planning  sampling-based path planning  
Data-Driven Human-Robot Interaction Without Velocity Measurement Using Off-Policy Reinforcement Learning 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 1, 页码: 47-63
作者:  Yongliang Yang;  Zihao Ding;  Rui Wang;  Hamidreza Modares;  Donald C. Wunsch
Adobe PDF(15362Kb)  |  收藏  |  浏览/下载：241/44  |  提交时间：2021/11/03
Adaptive impedance control  data-driven method  human-robot interaction (HRI)  reinforcement learning  velocity-free  
Hierarchical Reinforcement Learning With Automatic Sub-Goal Identification 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 10, 页码: 1686-1696
作者:  Chenghao Liu;  Fei Zhu;  Quan Liu;  Yuchen Fu
Adobe PDF(5095Kb)  |  收藏  |  浏览/下载：124/45  |  提交时间：2021/09/03
Hierarchical control  hierarchical reinforcement learning  option  sparse reward  sub-goal