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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：6/3  |  提交时间：2024/07/18
Reinforcement learning  representation learning  subtask planning  task decomposition  pretraining.  
Autonomy Evaluation of Unmanned Systems Based on Task Models 期刊论文
Machine Intelligence Research, 2024, 页码: 1-16
作者:  Yi Zou;  Zehao Ni;  Xun Lei;  Chi Zhang
Adobe PDF(1801Kb)  |  收藏  |  浏览/下载：38/11  |  提交时间：2024/06/27
Latent Landmark Graph for Efficient Exploration-Exploitation Balance in Hierarchical Reinforcement Learning 期刊论文
Machine Intelligence Research, 2023, 页码: 158
作者:  Zhang Qingyang;  Zhang Hongming;  Xing Dengpeng;  Bo Xu
Adobe PDF(9639Kb)  |  收藏  |  浏览/下载：19/9  |  提交时间：2024/06/25
GraphFM: Graph Factorization Machines for Feature Interaction Modeling 期刊论文
Machine Intelligence Research, 2024, 页码: 1
作者:  Shu Wu;  Zekun Li;  Yunyue Su;  Zeyu Cui;  Xiaoyu Zhang;  Liang Wang
Adobe PDF(7938Kb)  |  收藏  |  浏览/下载：28/7  |  提交时间：2024/06/21
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：63/21  |  提交时间：2024/05/23
Differential games, pursuit-evasion games, nonlinear control, optimal control, Nash equilibrium solution  
Generalized Embedding Machines for Recommender Systems 期刊论文
Machine Intelligence Research, 2024, 卷号: 21, 期号: 3, 页码: 571-584
作者:  Enneng Yang;  Xin Xin;  Li Shen;  Yudong Luo;  Guibing Guo
Adobe PDF(1617Kb)  |  收藏  |  浏览/下载：61/23  |  提交时间：2024/05/23
Feature interactions, high-order interaction, factorization machine (FM), recommender system, graph neural network (GNN)  
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：55/15  |  提交时间：2024/05/23
Multi-agent reinforcement learning (RL), distributed RL system, population-based training, reward shaping, game theory  
Structural Dependence Learning Based on Self-attention for Face Alignment 期刊论文
Machine Intelligence Research, 2024, 卷号: 21, 期号: 3, 页码: 514-525
作者:  Biying Li;  Zhiwei Liu;  Wei Zhou;  Haiyun Guo;  Xin Wen;  Min Huang;  Jinqiao Wang
Adobe PDF(5139Kb)  |  收藏  |  浏览/下载：64/26  |  提交时间：2024/05/23
Computer vision, face alignment, self-attention, facial structure, contextual information  
Collective Movement Simulation: Methods and Applications 期刊论文
Machine Intelligence Research, 2024, 卷号: 21, 期号: 3, 页码: 452-480
作者:  Hua Wang;  Xing-Yu Guo;  Hao Tao;  Ming-Liang Xu
Adobe PDF(1439Kb)  |  收藏  |  浏览/下载：49/13  |  提交时间：2024/05/23
Collective movement simulation, multiple objects, multiple discipline, simulation effect, collective intelligence  
A Soft Sensor with Light and Efficient Multi-scale Feature Method for Multiple Sampling Rates in Industrial Processing 期刊论文
Machine Intelligence Research, 2024, 卷号: 21, 期号: 2, 页码: 400-410
作者:  Dezheng Wang;  Yinglong Wang;  Fan Yang;  Liyang Xu;  Yinong Zhang;  Yiran Chen;  Ning Liao
Adobe PDF(3208Kb)  |  收藏  |  浏览/下载：57/12  |  提交时间：2024/04/23
Multi-scale, feature extractor, deep neural network (DNN), multirate sampled industrial processes, prediction