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Although memory capabilities of AI agents are gaining increasing attention, existing solutions remain fundamentally limited.
Memory and consciousness
Endel Tulving · 1985
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Mikhail S. Burtsev and Grigory V. Sapunov · 2006
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Recurrent memory transformer
Aydar Bulatov, Yuri Kuratov, and Mikhail S. Burtsev · 2022
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Emily Hong, Xin Zhao, and Kevin Lee · 2023
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Memgpt: Towards llms as operating systems
Charles Packer, Vivian Fang, Shishir G. Patil, Kevin Lin, Sarah Wooders, and Joseph E. Gonzalez · 2023
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Sruthi Sridhar, Abdulrahman Khamaj, and Manish Kumar Asthana · 2023
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H2O: heavy-hitter oracle for efficient generative inference of large language models
Zhenyu Zhang, Ying Sheng, Tianyi Zhou, Tianlong Chen, Lianmin Zheng, Ruisi Cai, Zhao Song, Yuandong Tian, Christopher Ré, Clark W. Barrett, Zhangyang Wang, and Beidi Chen · 2023
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Wanjun Zhong, Lianghong Guo, Qiqi Gao, and Yanlin Wang · 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, Andrey Kravchenko, Mikhail Burtsev, and Evgeny Burnaev · 2024
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Agentverse: A multi-agent framework for autonomous task completion
Li Chen, Rohan Kumar, and Anika Patel · 2024
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Larimar: Large language models with episodic memory control
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Ming Liao, Su Chen, and Li Zhao · 2024
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Evaluating very long-term conversational memory of llm agents
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