语言大模型 / LLM

UltraLLaDA: Scaling the Context Length to 128K for Diffusion Large Language Models

Guangxin He, Shen Nie, Fengqi Zhu, Yuankang Zhao, Tianyi Bai, Ran Yan, Jie Fu, Chongxuan Li, Binhang Yuan

机构 * HKUST（香港科技大学） ； Renmin University of China（中国人民大学） ； University of Chinese Academy of Sciences（中国科学院大学） ； Shanghai AI Lab（上海人工智能实验室） 纠错

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

How Memory Management Impacts LLM Agents: An Empirical Study of Experience-Following Behavior

Zidi Xiong, Yuping Lin, Wenya Xie, Pengfei He, Zirui Liu, Jiliang Tang, Himabindu Lakkaraju, Zhen Xiang

机构 * Harvard University（哈佛大学） ； University of Georgia（佐治亚大学） ； Michigan State University（密歇根州立大学） ； University of Minnesota-Twin Cities（明尼苏达大学双城分校） 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.AI

Preference-Aware Memory Update for Long-Term LLM Agents

Haoran Sun, Zekun Zhang, Shaoning Zeng

机构 * Haoran Sun, Zekun Zhang, Shaoning Zeng（作者） 纠错

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

Human-inspired Episodic Memory for Infinite Context LLMs

Zafeirios Fountas, Martin A Benfeghoul, Adnan Oomerjee, Fenia Christopoulou, Gerasimos Lampouras, Haitham Bou-Ammar, Jun Wang

机构 * Huawei Noah’s Ark Lab（华为诺亚实验室） ； University College London（伦敦大学学院） 纠错

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

Journal ref Proc. International Conference on Learning Representations (ICLR), 2025

MemGen: Weaving Generative Latent Memory for Self-Evolving Agents

Guibin Zhang, Muxin Fu, Shuicheng Yan

机构 * National University of Singapore（新加坡国立大学） 纠错

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

Judgment of Learning: A Human Ability Beyond Generative Artificial Intelligence

Markus Huff, Elanur Ulakçı

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

Comments 24 pages, 2 figures

Journal ref Scientific Reports, 15(1), 35030 (2025)

Lost in the Middle: An Emergent Property from Information Retrieval Demands in LLMs

Nikolaus Salvatore, Hao Wang, Qiong Zhang

机构 * Rutgers University–New Brunswick（罗格斯大学新布朗斯维爾分校） ； Rutgers Center for Cognitive Science（罗格斯认知科学中心） 纠错

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

ROBOPSY PL[AI]: Using Role-Play to Investigate how LLMs Present Collective Memory

Margarete Jahrmann, Thomas Brandstetter, Stefan Glasauer

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

Comments 17 pages, 4 figures

Exploring and Evaluating Real-world CXL: Use Cases and System Adoption

Xi Wang, Jie Liu, Jianbo Wu, Shuangyan Yang, Jie Ren, Bhanu Shankar, Dong Li

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

Journal ref In Proceedings of the 2025 IEEE International Parallel and Distributed Processing Symposium (IPDPS), pp. 1048-1061, IEEE, 2025

OmniBal: Towards Fast Instruction-Tuning for Vision-Language Models via Omniverse Computation Balance

Yongqiang Yao, Jingru Tan, Feizhao Zhang, Jiahao Hu, Yazhe Niu, Xin Jin, Bo Li, Pengfei Liu, Ruihao Gong, Dahua Lin, Ningyi Xu

机构 * Shanghai Jiao Tong University（上海交通大学） ； SenseTime Research（商汤科技研究院） ； Central South University（中南大学） ； Tongji University（同济大学） ； Beihang University（北航） ； The Chinese University of Hong Kong（香港中文大学） 纠错

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

Comments Accepted in ICML 2025

HIPPD: Brain-Inspired Hierarchical Information Processing for Personality Detection

Guanming Chen, Lingzhi Shen, Xiaohao Cai, Imran Razzak, Shoaib Jameel

机构 * School of Electronics and Computer Science University of Southampton（电子与计算机科学学院 英国南安普顿大学） ； Department of Computational Biology Mohamed bin Zayed University of Artificial Intelligence（计算生物学系 摩洛哥本·扎耶德人工智能大学） 纠错

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

Training Long-Context, Multi-Turn Software Engineering Agents with Reinforcement Learning

Alexander Golubev, Maria Trofimova, Sergei Polezhaev, Ibragim Badertdinov, Maksim Nekrashevich, Anton Shevtsov, Simon Karasik, Sergey Abramov, Andrei Andriushchenko, Filipp Fisin, Sergei Skvortsov, Boris Yangel

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

Understanding and Improving Length Generalization in Recurrent Models

Ricardo Buitrago Ruiz, Albert Gu

专题命中 长上下文与记忆 ：post-training(abstract)；分类 cs.LG

Learning Hanzi Character Through VR-Based Mortise-Tenon

Conglin Ma, Jiatong Li, Sen-Zhe Xu, Ju Dai, Jie Liu, Feng Zhou

专题命中 长上下文与记忆 ：LLM(abstract)

LSVOS 2025 Challenge Report: Recent Advances in Complex Video Object Segmentation

Chang Liu, Henghui Ding, Kaining Ying, Lingyi Hong, Ning Xu, Linjie Yang, Yuchen Fan, Mingqi Gao, Jingkun Chen, Yunqi Miao, Gengshen Wu, Zhijin Qin, Jungong Han, Zhixiong Zhang, Shuangrui Ding, Xiaoyi Dong, Yuhang Zang, Yuhang Cao, Jiaqi Wang, Chang Soo Lim, Joonyoung Moon, Donghyeon Cho, Tingmin Li, Yixuan Li, Yang Yang, An Yan, Leilei Cao, Feng Lu, Ran Hong, Youhai Jiang, Fengjie Zhu, Yujie Xie, Hongyang Zhang, Zhihui Liu, Shihai Ruan, Quanzhu Niu, Dengxian Gong, Shihao Chen, Tao Zhang, Yikang Zhou, Haobo Yuan, Lu Qi, Xiangtai Li, Shunping Ji, Ran Hong, Feng Lu, Leilei Cao, An Yan, Alexey Nekrasov, Ali Athar, Daan de Geus, Alexander Hermans, Bastian Leibe

专题命中 长上下文与记忆 ：LLM(abstract)

Comments 16 pages, 9 figures