Author

Han-Jie Chen

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#artificial intelligence May 2026

MemForest: An Efficient Agent Memory System with Hierarchical Temporal Indexing

Results show that MemForest reduces memory-freshness latency while retaining strong answer quality, and introduces MemTree, a hierarchical temporal index that organizes memory as time-ordered trees and replaces global rewrites with localized dirty-path refresh.

Han-Jie Chen, Zi-Ning Zhang, Wenqi Pei et al. · arXiv.org · 4 citations

#machine learning May 2026

RW-TTT: Batched Serving for Request-Owned Test-Time Training State

Test-time training is formulated as read-write TTT serving and present RW-TTT, which tags each decode step with its owner, version, and READ/WRITE effect, batches only compatible phases, and commits updates only to the owner.

Jian Yang, Zhizhuo Kou, Yao-Hua Tian et al. · arXiv.org · 0 citations