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A Deep Model for Partial Multi-label Image Classification with Curriculum-based Disambiguation 期刊论文
Machine Intelligence Research, 2024, 卷号: 21, 期号: 4, 页码: 801-814
作者:  Feng Sun;  Ming-Kun Xie;  Sheng-Jun Huang
Adobe PDF(1337Kb)  |  收藏  |  浏览/下载：23/7  |  提交时间：2024/07/18
Partial multi-label image classification  curriculum-based disambiguation  consistency regularization  label difficulty  candidate label set.  
Learning Top-K Subtask Planning Tree Based on Discriminative Representation Pretraining for Decision-making 期刊论文
Machine Intelligence Research, 2024, 卷号: 21, 期号: 4, 页码: 782-800
作者:  Jingqing Ruan;   Kaishen Wang;   Qingyang Zhang;   Dengpeng Xing;   Bo Xu
Adobe PDF(4577Kb)  |  收藏  |  浏览/下载：11/4  |  提交时间：2024/07/18
Reinforcement learning  representation learning  subtask planning  task decomposition  pretraining.  
Novel Adaptive Memory Event-Triggered-Based Fuzzy Robust Control for Nonlinear Networked Systems via the Differential Evolution Algorithm 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 8, 页码: 1836-1848
作者:  Wei Qian;  Yanmin Wu;  Bo Shen
Adobe PDF(2197Kb)  |  收藏  |  浏览/下载：17/5  |  提交时间：2024/07/16
Adaptive memory event-triggered (AMET)  differential evolution algorithm  fuzzy optimization robust control  interval type-2 (IT2) fuzzy technique  
Deep Reinforcement Learning or Lyapunov Analysis? A Preliminary Comparative Study on Event-Triggered Optimal Control 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 7, 页码: 1702-1704
作者:  Jingwei Lu;  Lefei Li;  Qinglai Wei;  Fei-Yue Wang
Adobe PDF(501Kb)  |  收藏  |  浏览/下载：54/16  |  提交时间：2024/06/07
Discovering Latent Variables for the Tasks With Confounders in Multi-Agent Reinforcement Learning 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 7, 页码: 1591-1604
作者:  Kun Jiang;  Wenzhang Liu;  Yuanda Wang;  Lu Dong;  Changyin Sun
Adobe PDF(2128Kb)  |  收藏  |  浏览/下载：42/15  |  提交时间：2024/06/07
Latent variable model  maximum entropy  multi-agent reinforcement learning (MARL)  multi-agent system  
Interpolated Bumpless Transfer Control for Asynchronously Switched Linear Systems 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 7, 页码: 1579-1590
作者:  Shengao Lu;  Tong Wu;  Lixian Zhang;  Jianan Yang;  Ye Liang
Adobe PDF(2718Kb)  |  收藏  |  浏览/下载：36/14  |  提交时间：2024/06/07
Asynchronous switching  bumpless transfer  H∞ control  switched systems  
Ultimately Bounded Output Feedback Control for Networked Nonlinear Systems With Unreliable Communication Channel: A Buffer-Aided Strategy 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 7, 页码: 1566-1578
作者:  Yuhan Zhang;  Zidong Wang;  Lei Zou;  Yun Chen;  Guoping Lu
Adobe PDF(2016Kb)  |  收藏  |  浏览/下载：34/11  |  提交时间：2024/06/07
Buffer-aided strategy  neural networks  nonlinear control  output-feedback control  unreliable communication channel  
融合自适应评判的随机系统数据驱动策略优化 期刊论文
自动化学报, 2024, 卷号: 50, 期号: 5, 页码: 980-990
作者:  王鼎;  王将宇;  乔俊飞
Adobe PDF(2044Kb)  |  收藏  |  浏览/下载：55/24  |  提交时间：2024/05/30
自适应评判设计  数据驱动  离散系统  神经网络  Q-learning  随机最优控制  
Optimal Strategy for Aircraft Pursuit-evasion Games via Self-play Iteration 期刊论文
Machine Intelligence Research, 2024, 卷号: 21, 期号: 3, 页码: 585-596
作者:  Xin Wang;  Qing-Lai Wei;  Tao Li;  Jie Zhang
Adobe PDF(1750Kb)  |  收藏  |  浏览/下载：67/22  |  提交时间：2024/05/23
Differential games, pursuit-evasion games, nonlinear control, optimal control, Nash equilibrium solution  
An Empirical Study on Google Research Football Multi-agent Scenarios 期刊论文
Machine Intelligence Research, 2024, 卷号: 21, 期号: 3, 页码: 549-570
作者:  Yan Song;  He Jiang;  Zheng Tian;  Haifeng Zhang;  Yingping Zhang;  Jiangcheng Zhu;  Zonghong Dai;  Weinan Zhang;  Jun Wang
Adobe PDF(24588Kb)  |  收藏  |  浏览/下载：57/15  |  提交时间：2024/05/23
Multi-agent reinforcement learning (RL), distributed RL system, population-based training, reward shaping, game theory