语言大模型 / LLM

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects

Yixin Liu, Guibin Zhang, Kun Wang, Shiyuan Li, Shirui Pan

机构 * Griffith University（格里菲斯大学） ； National University of Singapore（国立新加坡大学） ； Nanyang Technological University（南洋理工大学） 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.AI

Comments 15 pages, 7 figures

LLMHoney: A Real-Time SSH Honeypot with Large Language Model-Driven Dynamic Response Generation

Pranjay Malhotra

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

Comments 7 Pages

LLM-Assisted Iterative Evolution with Swarm Intelligence Toward SuperBrain

Li Weigang, Pedro Carvalho Brom, Lucas Ramson Siefert

机构 * TransLab, Computer Science Department University of Brasilia（TransLab，计算机科学系巴西大学） ； Math Department Federal Institute of Brasilia（数学系巴西联邦理工学院） 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 24 pages, 5 figures

Surface Fairness, Deep Bias: A Comparative Study of Bias in Language Models

Aleksandra Sorokovikova, Pavel Chizhov, Iuliia Eremenko, Ivan P. Yamshchikov

机构 * Constructor University（Constructor大学） ； CAIRO, THWS, Würzburg（CAIRO、THWS、弗赖堡） ； University of Kassel（卡塞尔大学） 纠错

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

KubeIntellect: A Modular LLM-Orchestrated Agent Framework for End-to-End Kubernetes Management

Mohsen Seyedkazemi Ardebili, Andrea Bartolini

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

MLP-Offload: Multi-Level, Multi-Path Offloading for LLM Pre-training to Break the GPU Memory Wall

Avinash Maurya, M. Mustafa Rafique, Franck Cappello, Bogdan Nicolae

机构 * Argonne National Laboratory（阿贡国家实验室） ； Rochester Institute of Technology（罗切斯特理工学院） 纠错

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

Comments SC'25: The International Conference for High Performance Computing, Networking, Storage and Analysis

Journal ref SC'25: The International Conference for High Performance Computing, Networking, Storage and Analysis, 2025

MeVe: A Modular System for Memory Verification and Effective Context Control in Language Models

Andreas Ottem

机构 * Independent Researcher（独立研究者） 纠错

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

Comments 16 pages, 7 figures, held online presentation at NLPA 2025

Towards Compute-Optimal Many-Shot In-Context Learning

Shahriar Golchin, Yanfei Chen, Rujun Han, Manan Gandhi, Tianli Yu, Swaroop Mishra, Mihai Surdeanu, Rishabh Agarwal, Chen-Yu Lee, Tomas Pfister

机构 * University of Arizona（亚利桑那大学） ； Google Cloud AI Research（谷歌云人工智能研究） ； Google DeepMind（谷歌DeepMind） 纠错

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 Final version; accepted at COLM 2025

GraphKV: Breaking the Static Selection Paradigm with Graph-Based KV Cache Eviction

Xuelin Li, Xiangqi Jin, Linfeng Zhang

机构 * EPIC Lab, Shanghai Jiao Tong University（上海交通大学EPIC实验室） 纠错

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

HiVA: Self-organized Hierarchical Variable Agent via Goal-driven Semantic-Topological Evolution

Jinzhou Tang, Jusheng Zhang, Qinhan Lv, Sidi Liu, Jing Yang, Chengpei Tang, Keze Wang

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

TopoNav: Topological Graphs as a Key Enabler for Advanced Object Navigation

Peiran Liu, Qiang Zhang, Daojie Peng, Lingfeng Zhang, Yihao Qin, Hang Zhou, Jun Ma, Renjing Xu, Yiding Ji

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科学与技术大学（广州）） ； Beijing Innovation Center of Humanoid Robotics Co., Ltd.（北京人形机器人创新中心有限公司） ； Shenzhen International Graduate School, Tsinghua University（深圳国际研究生学院，清华大学） 纠错

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

DTRNet: Dynamic Token Routing Network to Reduce Quadratic Costs in Transformers

Aman Sharma, Saeed Najafi, Parsa Farinneya, Benyamin Jamialahmadi, Marzieh S. Tahaei, Yuhe Fan, Mehdi Rezagholizadeh, Boxing Chen, Aref Jafari

机构 * Huawei（华为） 纠错

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

Deep Tensor Network

Yifan Zhang

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

Illuminating Patterns of Divergence: DataDios SmartDiff for Large-Scale Data Difference Analysis

Aryan Poduri, Yashwant Tailor

机构 * DataDios 纠错

专题命中 长上下文与记忆 ：LLM(abstract)；分类 cs.LG

Comments 10 pages, 4 figures

Txt2Sce: Scenario Generation for Autonomous Driving System Testing Based on Textual Reports

Pin Ji, Yang Feng, Zongtai Li, Xiangchi Zhou, Jia Liu, Jun Sun, Zhihong Zhao

专题命中 长上下文与记忆 ：LLM(abstract)

Content-Aware Foveated Camera for Multi-Target Tracking

Zihan Zang, Do Young Kim, Yifeng Zeng, Liang Gao

专题命中 长上下文与记忆 ：SLM(abstract)