In artificial intelligence, multi agent systems constitute an interesting typology of society modeling, and have in this regard vast fields of application, which extend to the human sciences. Logic is often used to model such kind of systems as it is easier to verify the explainability and validation, so for this reason we have tried to manage agents' memory extending a previous work by inserting the concept of time.
StackPlanner: A Centralized Hierarchical Multi-Agent System with Task-Experience Memory Management
School of Computer Science, Peking University(北京大学计算机学院);National Engineering Research Center for Software Engineering, Peking University(北京大学软件工程国家工程研究中心);School of Public Affaris, Zhejiang University(浙江大学公共管理学院);School of Software & Microelectronics, Peking University(北京大学软件与微电子学院);GRG Banking Equipment Co., Ltd.(GRG银行设备有限公司);Center on Frontiers of Computing Studies, Peking University(北京大学计算前沿中心);Peking University Information Technology Institute (Tianjin Binhai)(北京大学信息技术研究院(天津滨海))
SWE-MeM: Learning Adaptive Memory Management for Long-Horizon Coding Agents
The Chinese University of Hong Kong, China(香港中文大学);Shanghai Jiao Tong University, China(上海交通大学);Tsinghua University, China(清华大学);ByteDance, China(字节跳动)
MemLens: A Value-Aware Memory Management System with Interactive Analytics for LLM-based Agents
C-FAIR & School of Software, Shandong University(C-FAIR与山东大学软件学院);SKLCCSE Lab, Beihang University(北京航空航天大学SKLCCSE实验室);Department of Data Science, City University of Hong Kong(香港城市大学数据科学系)
Learning How to Remember: A Meta-Cognitive Management Method for Structured and Transferable Agent Memory
Institute of Automation, CAS(中国科学院自动化研究所);University of Chinese Academy of Sciences(中国科学院大学);Zhongguancun Academy(中关村学院);Zhongguancun Institute of Artificial Intelligence(中关村人工智能研究所);Department of Gastrointestinal Surgery, Fujian Provincial Cancer Hospital(福建省癌症医院胃肠外科);College of Computer and Data Science, Fuzhou University(福州大学计算机与数据科学学院)
KEEP: A KV-Cache-Centric Memory Management System for Efficient Embodied Planning
Institute for Artificial Intelligence(人工智能研究院);School of Integrated Circuits, Peking University(集成电路学院,北京大学);Shenzhen Institute of Artificial Intelligence(深圳人工智能研究院);Microsoft Research(微软研究院);Beijing Advanced Innovation Center for Integrated Circuits(北京集成电路先进创新中心)
Risk Analysis in Customer Relationship Management via Quantile Region Convolutional Neural Network-Long Short-Term Memory and Cross-Attention Mechanism
Longyan University(龙岩学院);National Central University(中央大学);University of Portsmouth(朴茨茅斯大学);Institute of Semiconductors, Chinese Academy of Sciences(中国科学院半导体研究所);Northeastern University(东北大学)