Shengguang Wu
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126
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2026
AutoMem: Automated Learning of Memory as a Cognitive Skill
This paper introduces AutoMem, a framework that automates memory management as a trainable skill for large language models, improving performance up to 2x-4x on long-horizon tasks.
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cs.AIcs.CLcs.MAEmpiricalRecentJul 1, 2026
AutoMem: Automated Learning of Memory as a Cognitive Skill
Shengguang Wu, Hao Zhu, Yuhui Zhang, Xiaohan Wang +1 more
This paper introduces AutoMem, a framework that automates memory management as a trainable skill for large language models, improving performance up to 2x-4x on long-horizon tasks.
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