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Memory is a critical component in large language model (LLM)-based agents, enabling them to store and retrieve past executions to improve task performance over time.
Which processes are involved in cognitive procedural learning?
H Beaunieux, V Hubert, T Witkowski, AL Pitel, S Rossi, JM Danion, B Desgranges, and F Eustache. 2006 · 2006
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MIMIC-III, a freely accessible critical care database
Alistair E. W. Johnson, Tom J. Pollard, Lu Shen, Li-Wei H. Lehman, Mengling Feng, Mohammad Ghassemi, Benjamin Moody, Peter Szolovits, Leo Anthony Celi, and Roger G. Mark. 2016 · 2016
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Abhilasha Ashok Kumar. 2020 · 2020
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Yang Li, Yangyang Yu, Haohang Li, Zhi Chen, and Khaldoun Khashanah. 2023 · 2023
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Think-in-memory: Recalling and post-thinking enable llms with long-term memory
Lei Liu, Xiaoyan Yang, Yue Shen, Binbin Hu, Zhiqiang Zhang, Jinjie Gu, and Guannan Zhang. 2023 · 2023
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Theodore R Sumers, Shunyu Yao, Karthik Narasimhan, and Thomas L Griffiths. 2023 · 2023
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Arigraph: Learning knowledge graph world models with episodic memory for llm agents
Petr Anokhin, Nikita Semenov, Artyom Sorokin, Dmitry Evseev, Mikhail Burtsev, and Evgeny Burnaev. 2024 · 2024
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" my agent understands me better": Integrating dynamic human-like memory recall and consolidation in llm-based agents
Yuki Hou, Haruki Tamoto, and Homei Miyashita. 2024 · 2024
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Mengkang Hu, Tianxing Chen, Qiguang Chen, Yao Mu, Wenqi Shao, and Ping Luo. 2024 · 2024
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Explicit memory learning with expectation maximization
Zhangyue Yin, Qiushi Sun, Qipeng Guo, Zhiyuan Zeng, Qinyuan Cheng, Xipeng Qiu, and Xuan-Jing Huang. 2024 · 2024
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On the structural memory of llm agents
Ruihong Zeng, Jinyuan Fang, Siwei Liu, and Zaiqiao Meng. 2024 · 2024
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A survey on the memory mechanism of large language model based agents
Zeyu Zhang, Xiaohe Bo, Chen Ma, Rui Li, Xu Chen, Quanyu Dai, Jieming Zhu, Zhenhua Dong, and Ji-Rong Wen. 2024 · 2024
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Expel: Llm agents are experiential learners
Andrew Zhao, Daniel Huang, Quentin Xu, Matthieu Lin, Yong-Jin Liu, and Gao Huang. 2024 · 2024
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Synapse: Trajectory-as-exemplar prompting with memory for computer control
Longtao Zheng, Rundong Wang, Xinrun Wang, and Bo An. 2024 · 2024
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Xuechen Liang, Yangfan He, Yinghui Xia, Xinyuan Song, Jianhui Wang, Meiling Tao, Li Sun, Xinhang Yuan, Jiayi Su, Keqin Li, and 1 others. 2024 · 2024
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In-context learning with retrieved demonstrations for language models: A survey
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A survey on large language model based autonomous agents
Lei Wang, Chen Ma, Xueyang Feng, Zeyu Zhang, Hao Yang, Jingsen Zhang, Zhiyuan Chen, Jiakai Tang, Xu Chen, Yankai Lin, and 1 others. 2024a
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Memorybank: Enhancing large language models with long-term memory
Wanjun Zhong, Lianghong Guo, Qiqi Gao, He Ye, and Yanlin Wang. 2024 · 2024
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Agentfly: Fine-tuning llm agents without fine-tuning llms
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