« LightMem » : différence entre les versions

Dernière version du 23 février 2026 à 14:04

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LightMem

LightMem

Lightweight and Efficient Memory-Augmented Generation

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 '''LightMem'''
- Lightweight and Efficient Memory-Augmented Generation
+''' Lightweight and Efficient Memory-Augmented Generation'''
- A memory system for Large Language Models that addresses the significant computational overhead of existing memory architectures. The system draws inspiration from human memory processes to create a more efficient approach to storing and retrieving information during extended conversations. By implementing a three-stage memory architecture similar to human cognition, LightMem achieves substantial improvements in both performance and efficiency.
+<!-- Memory management framework that minimizes redundancy while preserving information and reducing computational costs of LLMs by creating an external memory of user interactions.
- LightMem, a memory system inspired by human memory, enhances LLMs by efficiently managing historical interaction information, improving accuracy and reducing computational costs.
+It introduces critical ethical challenges to user privacy and the memory can also absorb and perpetuate biases or misinformation from user input.-->
 ==Sources==
-[https://huggingface.co/papers/2510.18866  Sources :  huggingface]
+[https://arxiv.org/abs/2510.18866   Source : arxiv]
+[https://github.com/zjunlp/LightMem   Source : GitHub]
+[https://huggingface.co/papers/2510.18866  Source :  huggingface]
 [[Catégorie:vocabulary]]