语言大模型 / LLM

ParaDySe: A Parallel-Strategy Switching Framework for Dynamic Sequence Lengths in Transformer

Zhixin Ou, Peng Liang, Jianchen Han, Baihui Liu, Linbo Qiao

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

AdaptFly: Prompt-Guided Adaptation of Foundation Models for Low-Altitude UAV Networks

Jiao Chen, Haoyi Wang, Jianhua Tang, Junyi Wang

机构 * Shien-Ming Wu School of Intelligent Engineering, South China University of Technology（申明-明伍智能工程学院，华南理工大学） ； Key Laboratory of Cognitive Radio and Information Processing, Ministry of Education (Guilin University of Electronic Technology)（认知无线电与信息处理重点实验室，教育部（桂林电子科技大学）） ； School of Information and Communication, Guilin University of Electronic Technology（信息与通信学院，桂林电子科技大学） 纠错

专题命中 长上下文与记忆 ：foundation model(title,abstract)

Whistledown: Combining User-Level Privacy with Conversational Coherence in LLMs

Chelsea McMurray, Hayder Tirmazi

机构 * Dorcha（多查） 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.AI

Compress, Gather, and Recompute: REFORMing Long-Context Processing in Transformers

Woomin Song, Sai Muralidhar Jayanthi, Srikanth Ronanki, Kanthashree Mysore Sathyendra, Jinwoo Shin, Aram Galstyan, Shubham Katiyar, Sravan Babu Bodapati

机构 * KAIST（韩国科学技术院） ； Amazon AGI（亚马逊人工智能实验室） 纠错

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

Comments NeurIPS 2025

Lookahead Q-Cache: Achieving More Consistent KV Cache Eviction via Pseudo Query

Yixuan Wang, Shiyu Ji, Yijun Liu, Yuzhuang Xu, Yang Xu, Qingfu Zhu, Wanxiang Che

机构 * Research Center for Social Computing and Interactive Robotics, Harbin Institute of Technology, China（社会计算与交互机器人研究院，哈尔滨工业大学） 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.AI

Comments Accepted by EMNLP 2025 Main

Whose Narrative is it Anyway? A KV Cache Manipulation Attack

Mukkesh Ganesh, Kaushik Iyer, Arun Baalaaji Sankar Ananthan

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

Comments 7 pages, 10 figures

GCAgent: Long-Video Understanding via Schematic and Narrative Episodic Memory

Jeong Hun Yeo, Sangyun Chung, Sungjune Park, Dae Hoe Kim, Jinyoung Moon, Yong Man Ro

机构 * Integrated Vision and Language Lab., School of Electrical Engineering, Korea Advanced Institute of Science and Technology (KAIST)（整合视觉与语言实验室，电气工程学院，韩国科学技术院（KAIST）） ； Visual Intelligence Research Section, Superintelligence Creative Research Laboratory, Electronics and Telecommunications Research Institute (ETRI)（视觉智能研究部，超智能创意研究实验室，电子电信研究院） 纠错

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

Can We Predict the Next Question? A Collaborative Filtering Approach to Modeling User Behavior

Bokang Fu, Jiahao Wang, Xiaojing Liu, Yuli Liu

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

APVR: Hour-Level Long Video Understanding with Adaptive Pivot Visual Information Retrieval

Hong Gao, Yiming Bao, Xuezhen Tu, Bin Zhong, Linan Yue, Minling Zhang

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

Comments Accepted by AAAI 2026

Don't Pay Attention

Mohammad Hammoud, Devang Acharya

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

On Powerful Ways to Generate: Autoregression, Diffusion, and Beyond

Chenxiao Yang, Cai Zhou, David Wipf, Zhiyuan Li

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

EnerVerse: Envisioning Embodied Future Space for Robotics Manipulation

Siyuan Huang, Liliang Chen, Pengfei Zhou, Shengcong Chen, Zhengkai Jiang, Yue Hu, Yue Liao, Peng Gao, Hongsheng Li, Maoqing Yao, Guanghui Ren

机构 * SJTU（上海交通大学） ； AgiBot ； Shanghai AI Lab（上海人工智能实验室） ； CUHK MMLab（香港大学多模态实验室） ； LV-NUS Lab（南洋理工大学-立陶宛实验室） 纠错

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

Comments Accepted by NeurIPS 2025. Website: https://sites.google.com/view/enerverse