语言大模型 / LLM

Profiling Large Language Model Inference on Apple Silicon: A Quantization Perspective

Afsara Benazir, Felix Xiaozhu Lin

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Momentum Point-Perplexity Mechanics in Large Language Models

Lorenzo Tomaz, Judd Rosenblatt, Thomas Berry Jones, Diogo Schwerz de Lucena

机构 * AI Safety x Physics Grand Challenge（AI安全x物理大挑战） 纠错

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

P/D-Device: Disaggregated Large Language Model between Cloud and Devices

Yibo Jin, Yixu Xu, Yue Chen, Chengbin Wang, Tao Wang, Jiaqi Huang, Rongfei Zhang, Yiming Dong, Yuting Yan, Ke Cheng, Yingjie Zhu, Shulan Wang, Qianqian Tang, Shuaishuai Meng, Guanxin Cheng, Ze Wang, Shuyan Miao, Ketao Wang, Wen Liu, Yifan Yang, Tong Zhang, Anran Wang, Chengzhou Lu, Tiantian Dong, Yongsheng Zhang, Zhe Wang, Hefei Guo, Hongjie Liu, Wei Lu, Zhengyong Zhang

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.LG

OverFill: Two-Stage Models for Efficient Language Model Decoding

Woojeong Kim, Junxiong Wang, Jing Nathan Yan, Mohamed Abdelfattah, Alexander M. Rush

机构 * Cornell University（康奈尔大学） 纠错

专题命中 效率与部署 ：language model(title,abstract)；LLM(abstract)；large language model(abstract)；分类 cs.AI

Comments Accepted to COLM 2025

Architecting Long-Context LLM Acceleration with Packing-Prefetch Scheduler and Ultra-Large Capacity On-Chip Memories

Ming-Yen Lee, Faaiq Waqar, Hanchen Yang, Muhammed Ahosan Ul Karim, Harsono Simka, Shimeng Yu

专题命中 效率与部署 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)

Comments 7 pages, 8 figures, 2 tables

ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space

Chuyang Chen, Brendan Dolan-Gavitt, Zhiqiang Lin

专题命中 效率与部署 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)

Comments Accepted by USENIX Security'25 Cycle 2

Journal ref The 34th USENIX Security Symposium, 2025

Post-Completion Learning for Language Models

Xiang Fei, Siqi Wang, Shu Wei, Yuxiang Nie, Wei Shi, Hao Feng, Chao Feng, Can Huang

专题命中 效率与部署 ：language model(title,abstract)；SFT(abstract)；分类 cs.CL、cs.AI

Heartificial Intelligence: Exploring Empathy in Language Models

Victoria Williams, Benjamin Rosman

专题命中 效率与部署 ：language model(title,abstract)；large language model(abstract)；分类 cs.CL

Comments 21 pages, 5 tables

AIOS: LLM Agent Operating System

Kai Mei, Xi Zhu, Wujiang Xu, Wenyue Hua, Mingyu Jin, Zelong Li, Shuyuan Xu, Ruosong Ye, Yingqiang Ge, Yongfeng Zhang

机构 * Department of Computer Science, Rutgers University（计算机科学系，罗杰斯大学） 纠错

专题命中 效率与部署 ：LLM(title,abstract)；分类 cs.CL、cs.AI

Comments Published as a full paper at COLM 2025

Edge-Based Multimodal Sensor Data Fusion with Vision Language Models (VLMs) for Real-time Autonomous Vehicle Accident Avoidance

Fengze Yang, Bo Yu, Yang Zhou, Xuewen Luo, Zhengzhong Tu, Chenxi Liu

机构 * Department of Civil & Environmental Engineering University of Utah（土木与环境工程系 犹他大学） ； Zachry Department of Civil and Environmental Engineering Texas A&M University（扎克里系 土木与环境工程系 德克萨斯农工大学） ； Department of Computer Science & Engineering Texas A&M University（计算机科学与工程系 德克萨斯农工大学） 纠错

专题命中 效率与部署 ：language model(title,abstract)；分类 cs.AI

Comments 24 pages, 6 tables, 7 figures

Optimizing Class-Level Probability Reweighting Coefficients for Equitable Prompting Accuracy

Ruixi Lin, Yang You

机构 * Department of Computer Science（计算机科学系） ； National University of Singapore（新加坡国立大学） 纠错

专题命中 效率与部署 ：prompting(title)；LLM(abstract)；分类 cs.CL

Echo: Decoupling Inference and Training for Large-Scale RL Alignment on Heterogeneous Swarms

Jie Xiao, Changyuan Fan, Qingnan Ren, Alfred Long, Yuchen Zhang, Rymon Yu, Eric Yang, Lynn Ai, Shaoduo Gan

机构 * Peking University（北京大学） 纠错

专题命中 效率与部署 ：large language model(abstract)；language model(abstract)；post-training(abstract)；分类 cs.AI、cs.LG

Generating Query-Relevant Document Summaries via Reinforcement Learning

Nitin Yadav, Changsung Kang, Hongwei Shang, Ming Sun

专题命中 效率与部署 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI、cs.LG

CObL: Toward Zero-Shot Ordinal Layering without User Prompting

Aneel Damaraju, Dean Hazineh, Todd Zickler

机构 * Harvard University, School of Engineering and Applied Sciences（哈佛大学工程与应用科学学院） 纠错

专题命中 效率与部署 ：prompting(title,abstract)

Comments ICCV 2025: Project page with demo, datasets, and code: https://vision.seas.harvard.edu/cobl/

QoE-Aware Service Provision for Mobile AR Rendering: An Agent-Driven Approach

Conghao Zhou, Lulu Sun, Xiucheng Wang, Peng Yang, Feng Lyu, Sihan Lu, Xuemin Shen

机构 * School of Telecommunications Engineering, Xidian University, China（电信工程学院，西安电子科技大学） ； School of Computer Science and Engineering, Central South University, China（计算机科学与工程学院，中南大学） ； State Power Investment Corporation Limited, China（国家电力投资集团有限公司） 纠错

专题命中 效率与部署 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Assessing the Quality of AI-Generated Exams: A Large-Scale Field Study

Calvin Isley, Joshua Gilbert, Evangelos Kassos, Michaela Kocher, Allen Nie, Emma Brunskill, Ben Domingue, Jake Hofman, Joscha Legewie, Teddy Svoronos, Charlotte Tuminelli, Sharad Goel

专题命中 效率与部署 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

HSA-Net: Hierarchical and Structure-Aware Framework for Efficient and Scalable Molecular Language Modeling

Zihang Shao, Wentao Lei, Lei Wang, Wencai Ye, Li Liu

机构 * HKUST-GZ（香港科技大学-广州研究院） 纠错

专题命中 效率与部署 ：language model(title)；分类 cs.AI、cs.LG

Adaptive Computation Pruning for the Forgetting Transformer

Zhixuan Lin, Johan Obando-Ceron, Xu Owen He, Aaron Courville

机构 * Mila - Quebec AI Institute（魁北克人工智能研究所） ； Université de Montréal（蒙特利尔大学） 纠错

专题命中 效率与部署 ：language model(abstract)；pretraining(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Published as a conference paper at COLM 2025

Sleepless Nights, Sugary Days: Creating Synthetic Users with Health Conditions for Realistic Coaching Agent Interactions

Taedong Yun, Eric Yang, Mustafa Safdari, Jong Ha Lee, Vaishnavi Vinod Kumar, S. Sara Mahdavi, Jonathan Amar, Derek Peyton, Reut Aharony, Andreas Michaelides, Logan Schneider, Isaac Galatzer-Levy, Yugang Jia, John Canny, Arthur Gretton, Maja Matarić

机构 * Google DeepMind（谷歌DeepMind） ； Verily Life Sciences（Verily生命科学） ； Google（谷歌） 纠错

专题命中 效率与部署 ：language model(abstract)；prompting(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Published in Findings of the Association for Computational Linguistics: ACL 2025

Journal ref Findings of the Association for Computational Linguistics: ACL 2025, pages 14159-14181, Vienna, Austria. Association for Computational Linguistics

Towards Efficient and Practical GPU Multitasking in the Era of LLM

Jiarong Xing, Yifan Qiao, Simon Mo, Xingqi Cui, Gur-Eyal Sela, Yang Zhou, Joseph Gonzalez, Ion Stoica

专题命中 效率与部署 ：LLM(title)

Jointly Generating and Attributing Answers using Logits of Document-Identifier Tokens

Lucas Albarede, Jose Moreno, Lynda Tamine, Luce Lefeuvre

机构 * Dir. Technologies Innovation, SNCF（技术创新部，法国国家铁路公司） 纠错

专题命中 效率与部署 ：large language model(abstract)；language model(abstract)；分类 cs.CL

Scaling Learned Image Compression Models up to 1 Billion

Yuqi Li, Haotian Zhang, Li Li, Dong Liu, Feng Wu

机构 * University of Science and Technology of China（中国科学技术大学） 纠错

专题命中 效率与部署 ：large language model(abstract)；language model(abstract)

Comments 11 pages, technical report

KFFocus: Highlighting Keyframes for Enhanced Video Understanding

Ming Nie, Chunwei Wang, Hang Xu, Li Zhang

机构 * School of Data Science, Fudan University（复旦大学数据科学学院） 纠错

专题命中 效率与部署 ：large language model(abstract)；language model(abstract)

Exploring Disentangled Neural Speech Codecs from Self-Supervised Representations

Ryo Aihara, Yoshiki Masuyama, Gordon Wichern, François G. Germain, Jonathan Le Roux

专题命中 效率与部署 ：large language model(abstract)；language model(abstract)

Multi-Faceted Large Embedding Tables for Pinterest Ads Ranking

Runze Su, Jiayin Jin, Jiacheng Li, Sihan Wang, Guangtong Bai, Zelun Wang, Li Tang, Yixiong Meng, Huasen Wu, Zhimeng Pan, Kungang Li, Han Sun, Zhifang Liu, Haoyang Li, Siping Ji, Degao Peng, Jinfeng Zhuang, Ling Leng, Prathibha Deshikachar

机构 * Pinterest USA（Pinterest美国） 纠错

专题命中 效率与部署 ：pretraining(abstract)；分类 cs.AI、cs.LG

Efficient and Effective Query Context-Aware Learning-to-Rank Model for Sequential Recommendation

Andrii Dzhoha, Alisa Mironenko, Evgeny Labzin, Vladimir Vlasov, Maarten Versteegh, Marjan Celikik

机构 * Zalando SE（Zalando公司） 纠错

专题命中 效率与部署 ：language model(abstract)；分类 cs.LG

MADPromptS: Unlocking Zero-Shot Morphing Attack Detection with Multiple Prompt Aggregation

Eduarda Caldeira, Fadi Boutros, Naser Damer

机构 * Fraunhofer IGD and Department of Computer Science, TU Darmstadt（弗劳恩霍夫研究所（IGD）和图宾根大学计算机科学系） 纠错

专题命中 效率与部署 ：foundation model(abstract)

Comments Accepted at ACM Multimedia Workshops

AME: Aligned Manifold Entropy for Robust Vision-Language Distillation

Guiming Cao, Yuming Ou

专题命中 效率与部署 ：language model(abstract)

Tensor-Structured Bayesian Channel Prediction for Upper Mid-Band XL-MIMO Systems

Hongwei Hou, Yafei Wang, Xinping Yi, Wenjin Wang, Dirk T. M. Slock, Shi Jin

专题命中 效率与部署 ：SFT(abstract)

Comments This work has been submitted to the IEEE for possible publication

SynLLM: A Comparative Analysis of Large Language Models for Medical Tabular Synthetic Data Generation via Prompt Engineering

Arshia Ilaty, Hossein Shirazi, Hajar Homayouni

机构 * Computational Science Research Center, San Diego State University（圣地亚哥州立大学计算科学研究中心） 纠错

专题命中 领域大模型 ：large language model(title,abstract)；language model(title,abstract)；prompting(abstract)；分类 cs.AI

Comments 10 Pages, 2 Supplementary Pages, 6 Tables