전체 전문분석자료

전문분석자료

Academic · 약 1분

PlugMem: A Task-Agnostic Plugin Memory Module for LLM Agents

arXiv:2603.03296v1 Announce Type: cross Abstract: Long-term memory is essential for large language model (LLM) agents operating in complex environments, yet existing memory designs are either …

Ke Yang, Zixi Chen, Xuan He, Jize Jiang, Michel Galley, Chenglong Wang, Jianfeng Gao, Jiawei Han, ChengXiang Zhai
조회수 63회
Academic · 약 1분

TTSR: Test-Time Self-Reflection for Continual Reasoning Improvement

arXiv:2603.03297v1 Announce Type: cross Abstract: Test-time Training enables model adaptation using only test questions and offers a promising paradigm for improving the reasoning ability of …

Haoyang He, Zihua Rong, Liangjie Zhao, Yunjia Zhao, Lan Yang, Honggang Zhang
조회수 54회
Academic · 약 1분

HumanLM: Simulating Users with State Alignment Beats Response Imitation

arXiv:2603.03303v1 Announce Type: cross Abstract: Large Language Models (LLMs) are increasingly used to simulate how specific users respond to a given context, enabling more user-centric …

Shirley Wu, Evelyn Choi, Arpandeep Khatua, Zhanghan Wang, Joy He-Yueya, Tharindu Cyril Weerasooriya, Wei Wei, Diyi Yang, Jure Leskovec, James Zou
조회수 41회