Title
SpecRouter: Adaptive Routing for Multi-Level Speculative Decoding in Large Language Models Hang Wu Jianian Zhu Yong Li Haojie Wang Biao Hou Jidong Zhai 40 0 0 12 May 2025
Taming the Titans: A Survey of Efficient LLM Inference Serving Ranran Zhen J. Li Yixin Ji Zhengyuan Yang Tong Liu Qingrong Xia Xinyu Duan Zehao Wang Baoxing Huai Hao Fei LLMAG 77 0 0 28 Apr 2025
Cognitive Memory in Large Language Models Lianlei Shan Shixian Luo Zezhou Zhu Yu Yuan Yong Wu LLMAG KELM 166 1 0 03 Apr 2025
A Survey of Efficient Reasoning for Large Reasoning Models: Language, Multimodality, and Beyond Xiaoye Qu Yafu Li Zhaochen Su Weigao Sun Jianhao Yan ... Chaochao Lu Yue Zhang Xian-Sheng Hua Bowen Zhou Yu Cheng ReLM OffRL LRM 88 16 0 27 Mar 2025
Seesaw: High-throughput LLM Inference via Model Re-sharding Qidong Su Wei Zhao Xuelong Li Muralidhar Andoorveedu Chenhao Jiang Zhanda Zhu Kevin Song Christina Giannoula Gennady Pekhimenko LRM 77 0 0 09 Mar 2025
HyGen: Efficient LLM Serving via Elastic Online-Offline Request Co-location Ting Sun Penghan Wang Fan Lai 157 1 0 15 Jan 2025
LoL-PIM: Long-Context LLM Decoding with Scalable DRAM-PIM System Hyucksung Kwon Kyungmo Koo Janghyeon Kim W. Lee Minjae Lee ... Yongkee Kwon Ilkon Kim Euicheol Lim John Kim Jungwook Choi 71 4 0 28 Dec 2024
XKV: Personalized KV Cache Memory Reduction for Long-Context LLM Inference Weizhuo Li Zhigang Wang Yu Gu Ge Yu MQ 78 0 0 08 Dec 2024
DAPE V2: Process Attention Score as Feature Map for Length Extrapolation Chuanyang Zheng Yihang Gao Han Shi Jing Xiong Jiankai Sun ... Xiaozhe Ren Michael Ng Xin Jiang Zhenguo Li Yu Li 36 2 0 07 Oct 2024
Role-RL: Online Long-Context Processing with Role Reinforcement Learning for Distinct LLMs in Their Optimal Roles Lewei He Tianyu Shi Pengran Huang Bingzhi Chen Qianglong Chen Jiahui Pan OffRL 40 0 0 26 Sep 2024
The Ability of Large Language Models to Evaluate Constraint-satisfaction in Agent Responses to Open-ended Requests Lior Madmoni Amir Zait Ilia Labzovsky Danny Karmon ELM 33 0 0 22 Sep 2024
InstInfer: In-Storage Attention Offloading for Cost-Effective Long-Context LLM Inference Xiurui Pan Endian Li Qiao Li Shengwen Liang Yizhou Shan Ke Zhou Yingwei Luo Xiaolin Wang Jie Zhang 45 10 0 08 Sep 2024
Intelligent Router for LLM Workloads: Improving Performance Through Workload-Aware Scheduling Kunal Jain Anjaly Parayil Ankur Mallick Esha Choukse Xiaoting Qin ... Chetan Bansal Victor Rühle Anoop Kulkarni Steve Kofsky Saravan Rajmohan 35 3 0 24 Aug 2024
Keep the Cost Down: A Review on Methods to Optimize LLM' s KV-Cache Consumption Shi Luohe Hongyi Zhang Yao Yao Z. Li Zhao Hai 31 33 0 25 Jul 2024
LLM Inference Serving: Survey of Recent Advances and Opportunities Baolin Li Yankai Jiang V. Gadepally Devesh Tiwari 78 18 0 17 Jul 2024
Teola: Towards End-to-End Optimization of LLM-based Applications Xin Tan Yimin Jiang Yitao Yang Hong-Yu Xu 73 5 0 29 Jun 2024
MemServe: Context Caching for Disaggregated LLM Serving with Elastic Memory Pool Cunchen Hu Heyang Huang Junhao Hu Jiang Xu Xusheng Chen ... Chenxi Wang Sa Wang Yungang Bao Ninghui Sun Yizhou Shan LLMAG 50 23 0 25 Jun 2024
QuickLLaMA: Query-aware Inference Acceleration for Large Language Models Jingyao Li Han Shi Xin Jiang Zhenguo Li Hong Xu Jiaya Jia LRM 35 2 0 11 Jun 2024
Wings: Learning Multimodal LLMs without Text-only Forgetting Yi-Kai Zhang Shiyin Lu Yang Li Yanqing Ma Qing-Guo Chen Zhao Xu Weihua Luo Kaifu Zhang De-Chuan Zhan Han-Jia Ye VLM 35 6 0 05 Jun 2024
Adaptive Layer Splitting for Wireless LLM Inference in Edge Computing: A Model-Based Reinforcement Learning Approach Yuxuan Chen Rongpeng Li Xiaoxue Yu Zhifeng Zhao Honggang Zhang 42 9 0 03 Jun 2024
Parrot: Efficient Serving of LLM-based Applications with Semantic Variable Chaofan Lin Zhenhua Han Chengruidong Zhang Yuqing Yang Fan Yang Chen Chen Lili Qiu 87 38 0 30 May 2024
The CAP Principle for LLM Serving: A Survey of Long-Context Large Language Model Serving Pai Zeng Zhenyu Ning Jieru Zhao Weihao Cui Mengwei Xu Liwei Guo Xusheng Chen Yizhou Shan LLMAG 48 4 0 18 May 2024
Challenges in Deploying Long-Context Transformers: A Theoretical Peak Performance Analysis Yao Fu 32 19 0 14 May 2024
Andes: Defining and Enhancing Quality-of-Experience in LLM-Based Text Streaming Services Jiachen Liu Zhiyu Wu Jae-Won Chung Fan Lai Myungjin Lee Mosharaf Chowdhury 50 26 0 25 Apr 2024
A Survey on Efficient Inference for Large Language Models Zixuan Zhou Xuefei Ning Ke Hong Tianyu Fu Jiaming Xu ... Shengen Yan Guohao Dai Xiao-Ping Zhang Yuhan Dong Yu-Xiang Wang 46 83 0 22 Apr 2024
FastDecode: High-Throughput GPU-Efficient LLM Serving using Heterogeneous Pipelines Jiaao He Jidong Zhai 39 27 0 18 Mar 2024
NovelQA: Benchmarking Question Answering on Documents Exceeding 200K Tokens Cunxiang Wang Ruoxi Ning Boqi Pan Tonghui Wu Qipeng Guo ... Guangsheng Bao Xiangkun Hu Zheng Zhang Qian Wang Yue Zhang RALM 106 4 0 18 Mar 2024
Inference Acceleration for Large Language Models on CPUs PS Ditto VG Jithin MS Adarsh 21 1 0 04 Mar 2024
LongHealth: A Question Answering Benchmark with Long Clinical Documents Lisa Christine Adams Felix Busch T. Han Jean-Baptiste Excoffier Matthieu Ortala Alexander Loser Hugo J. W. L. Aerts Jakob Nikolas Kather Daniel Truhn Keno Bressem ELM LM&MA AI4MH 39 10 0 25 Jan 2024
CacheGen: KV Cache Compression and Streaming for Fast Language Model Serving Yuhan Liu Hanchen Li Yihua Cheng Siddhant Ray Yuyang Huang ... Ganesh Ananthanarayanan Michael Maire Henry Hoffmann Ari Holtzman Junchen Jiang 50 41 0 11 Oct 2023
FlexGen: High-Throughput Generative Inference of Large Language Models with a Single GPU Ying Sheng Lianmin Zheng Binhang Yuan Zhuohan Li Max Ryabinin ... Joseph E. Gonzalez Percy Liang Christopher Ré Ion Stoica Ce Zhang 149 369 0 13 Mar 2023
Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism M. Shoeybi M. Patwary Raul Puri P. LeGresley Jared Casper Bryan Catanzaro MoE 245 1,821 0 17 Sep 2019