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Zhongkai Yu, Shengwen Liang, Tianyun Ma, Yunke Cai, Ziyuan Nan, Di Huang, Xinkai Song, Yifan Hao, Jie Zhang, Tian Zhi, Yongwei Zhao, Zidong Du, Xing Hu, Qi Guo, Tianshi Chen · 2024 · arXiv 2409.15654

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ScrapMem: A Bio-inspired Framework for On-device Personalized Agent Memory via Optical Forgetting

cs.AI · 2026-05-05 · unverdicted · novelty 6.0

ScrapMem reports SOTA 51.0% Joint@10 on ATM-Bench with up to 93% memory reduction and 70.3% Recall@10 via optical forgetting and EM-Graph.

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ScrapMem: A Bio-inspired Framework for On-device Personalized Agent Memory via Optical Forgetting cs.AI · 2026-05-05 · unverdicted · none · ref 86
ScrapMem reports SOTA 51.0% Joint@10 on ATM-Bench with up to 93% memory reduction and 70.3% Recall@10 via optical forgetting and EM-Graph.

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