语言大模型 / LLM

Recursively Summarizing Enables Long-Term Dialogue Memory in Large Language Models

Qingyue Wang, Yanhe Fu, Yanan Cao, Shuai Wang, Zhiliang Tian, Liang Ding

机构 * the Department of Computer Science and Engineering, Hong Kong University of Science and Technology（香港科技大学计算机科学与工程系） ； the institute of information engineering, Chinese Academy of Sciences（中国科学院信息工程研究所） ； the College of Computer, National University of Defense Technology（国防科技大学计算机学院） ； the University of Sydney（悉尼大学） 纠错

专题命中 长上下文与记忆 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL、cs.AI

Comments This paper has been accepted by Neurocomputing

CRABS: A syntactic-semantic pincer strategy for bounding LLM interpretation of Python notebooks

Meng Li, Timothy M. McPhillips, Dingmin Wang, Shin-Rong Tsai, Bertram Ludäscher

机构 * School of Information Sciences, University of Illinois Urbana-Champaign（信息科学学院，伊利诺伊大学厄巴纳-香槟分校） ； Department of Computer Science, University of Oxford（计算机科学系，牛津大学） 纠错

专题命中 长上下文与记忆 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments Accepted to COLM 2025

Task Memory Engine (TME): Enhancing State Awareness for Multi-Step LLM Agent Tasks

Ye Ye

机构 * Ye Ye（独立研究者） 纠错

专题命中 长上下文与记忆 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments 14 pages, 5 figures. Preprint prepared for future submission. Includes implementation and token-efficiency analysis. Code at https://github.com/biubiutomato/TME-Agent

Learn to Memorize: Optimizing LLM-based Agents with Adaptive Memory Framework

Zeyu Zhang, Quanyu Dai, Rui Li, Xiaohe Bo, Xu Chen, Zhenhua Dong

机构 * Gaoling School of Artificial Intelligence, Renmin University of China（中国人民大学人工智能学院） ； Huawei Noah’s Ark Lab（华为诺亚实验室） 纠错

专题命中 长上下文与记忆 ：LLM(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments 17 pages, 4 figures, 5 tables

Enhancing Transformer-Based Foundation Models for Time Series Forecasting via Bagging, Boosting and Statistical Ensembles

Dhruv D. Modi, Rong Pan

机构 * School of Computing and Augmented Intelligence, Arizona State University（计算与增强智能学院，亚利桑那州立大学） 纠错

专题命中 长上下文与记忆 ：foundation model(title,abstract)；分类 cs.LG

UniAPO: Unified Multimodal Automated Prompt Optimization

Qipeng Zhu, Yanzhe Chen, Huasong Zhong, Yan Li, Jie Chen, Zhixin Zhang, Junping Zhang, Zhenheng Yang

专题命中 长上下文与记忆 ：large language model(abstract)；language model(abstract)；prompting(abstract)

Comments 23 pages, 5 figures

Traveling Across Languages: Benchmarking Cross-Lingual Consistency in Multimodal LLMs

Hao Wang, Pinzhi Huang, Jihan Yang, Saining Xie, Daisuke Kawahara

专题命中 长上下文与记忆 ：large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments The first version of this paper mistakenly included a prompt injection phrase, which was inappropriate and unprofessional. Although we corrected the version on arXiv and withdrew from the conference, my co-authors and university strongly request a full withdrawal. Given the situation, I no longer have the authority to manage this paper, and withdrawing it from arXiv is the most responsible action

PerPilot: Personalizing VLM-based Mobile Agents via Memory and Exploration

Xin Wang, Zhiyao Cui, Hao Li, Ya Zeng, Chenxu Wang, Ruiqi Song, Yihang Chen, Kun Shao, Qiaosheng Zhang, Jinzhuo Liu, Siyue Ren, Shuyue Hu, Zhen Wang

专题命中 长上下文与记忆 ：large language model(abstract)；language model(abstract)；分类 cs.AI

From reactive to cognitive: brain-inspired spatial intelligence for embodied agents

Shouwei Ruan, Liyuan Wang, Caixin Kang, Qihui Zhu, Songming Liu, Xingxing Wei, Hang Su

机构 * Department of Computer Science and Technology, Institute for AI, BNRist Center, Tsinghua-Bosch Joint ML Center, THBI Lab（计算机科学与技术系、人工智能研究院、BNRist中心、清华-博世联合机器学习中心、THBI实验室） ； Institute of Artificial Intelligence（人工智能研究院） ； Department of Psychological and Cognitive Sciences（心理学与认知科学系） 纠错

专题命中 长上下文与记忆 ：large language model(abstract)；language model(abstract)；分类 cs.AI

Comments 40 pages, 8 figures

Continual Learning for Generative AI: From LLMs to MLLMs and Beyond

Haiyang Guo, Fanhu Zeng, Fei Zhu, Jiayi Wang, Xukai Wang, Jingang Zhou, Hongbo Zhao, Wenzhuo Liu, Shijie Ma, Da-Han Wang, Xu-Yao Zhang, Cheng-Lin Liu

机构 * School of Advanced Interdisciplinary Sciences, University of Chinese Academy of Sciences（中国科学院大学先进交叉学科学院） ； MAIS, Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所MAIS） ； Centre for Artificial Intelligence and Robotics, Hong Kong Institute of Science and Innovation, Chinese Academy of Sciences（中国科学院香港科学与创新研究院人工智能与机器人中心） ； School of Computer and Information Engineering, Xiamen University of Technology（厦门理工大学计算机与信息工程学院） 纠错

专题命中 长上下文与记忆 ：large language model(abstract)；language model(abstract)；分类 cs.LG

Comments Preprint

RepoMaster: Autonomous Exploration and Understanding of GitHub Repositories for Complex Task Solving

Huacan Wang, Ziyi Ni, Shuo Zhang, Shuo Lu, Sen Hu, Ziyang He, Chen Hu, Jiaye Lin, Yifu Guo, Ronghao Chen, Xin Li, Daxin Jiang, Yuntao Du, Pin Lyu

机构 * UCAS（中国科学技术大学） ； CASIA（中国科学院自动化研究所） ； BUPT（北京邮电大学） ； PKU（北京大学） ； NUS（新加坡国立大学） ； StepFun ； THU（清华大学） ； SCNU（华南师范大学） ； USTC（中国科学技术大学） ； SDU（山东大学） 纠错

专题命中 长上下文与记忆 ：large language model(abstract)；language model(abstract)；分类 cs.AI

Comments A novel approach; Very practical

MARM: Unlocking the Future of Recommendation Systems through Memory Augmentation and Scalable Complexity

Xiao Lv, Jiangxia Cao, Shijie Guan, Xiaoyou Zhou, Zhiguang Qi, Yaqiang Zang, Ming Li, Ben Wang, Kun Gai, Guorui Zhou

专题命中 长上下文与记忆 ：LLM(abstract)；language model(abstract)

Comments CIKM 2025

Retrieval Feedback Memory Enhancement Large Model Retrieval Generation Method

Leqian Li, Dianxi Shi, Jialu Zhou, Xinyu Wei, Mingyue Yang, Songchang Jin, Shaowu Yang

专题命中 长上下文与记忆 ：large language model(abstract)；language model(abstract)

LLMulator: Generalizable Cost Modeling for Dataflow Accelerators with Input-Adaptive Control Flow

Kaiyan Chang, Wenlong Zhu, Shengwen Liang, Huawei Li, Ying Wang

专题命中 长上下文与记忆 ：large language model(abstract)；language model(abstract)

Comments Accepted by MICRO (IEEE/ACM International Symposium on Microarchitecture) 2025

The Computational Complexity of Satisfiability in State Space Models

Eric Alsmann, Martin Lange

机构 * University of Kassel, Germany（卡塞尔大学） 纠错

专题命中 长上下文与记忆 ：language model(abstract)；分类 cs.AI、cs.LG

Comments Accepted at ECAI 25