Title
SpecRouter: Adaptive Routing for Multi-Level Speculative Decoding in Large Language Models Hang Wu Jianian Zhu Yongqian Li Haojie Wang Biao Hou Jidong Zhai 40 0 0 12 May 2025
Faster MoE LLM Inference for Extremely Large Models Haoqi Yang Luohe Shi Qiwei Li Zuchao Li Ping Wang Bo Du Mengjia Shen Hai Zhao MoE 63 0 0 06 May 2025
RetroInfer: A Vector-Storage Approach for Scalable Long-Context LLM Inference Y. Chen J. Zhang Baotong Lu Qianxi Zhang Chengruidong Zhang ... Chen Chen Mingxing Zhang Yuqing Yang Fan Yang Mao Yang 38 0 0 05 May 2025
GPU Performance Portability needs Autotuning Burkhard Ringlein Thomas Parnell Radu Stoica 125 0 0 30 Apr 2025
GenTorrent: Scaling Large Language Model Serving with An Overley Network Fei Fang Yifan Hua Shengze Wang Ruilin Zhou Y. Liu Chen Qian Xuzhi Zhang 60 0 0 27 Apr 2025
Syntactic and Semantic Control of Large Language Models via Sequential Monte Carlo João Loula Benjamin LeBrun Li Du Ben Lipkin Clemente Pasti ... Ryan Cotterel Vikash K. Mansinghka Alexander K. Lew Tim Vieira Timothy J. O'Donnell 34 1 0 17 Apr 2025
Token Level Routing Inference System for Edge Devices Jianshu She Wenhao Zheng Zhengzhong Liu Hongyi Wang Eric P. Xing Huaxiu Yao Qirong Ho 36 0 0 10 Apr 2025
Hawkeye:Efficient Reasoning with Model Collaboration Jianshu She Z. Li Zhemin Huang Qi Li Peiran Xu Haonan Li Qirong Ho LRM 60 2 0 01 Apr 2025
KVShare: An LLM Service System with Efficient and Effective Multi-Tenant KV Cache Reuse Huan Yang Renji Zhang Mingzhe Huang Weijun Wang Yin Tang Yuanchun Li Yunxin Liu Deyu Zhang 44 0 0 17 Mar 2025
PLM: Efficient Peripheral Language Models Hardware-Co-Designed for Ubiquitous Computing Cheng Deng Luoyang Sun Jiwen Jiang Yongcheng Zeng Xinjian Wu ... Haoyang Li Lei Chen Lionel M. Ni Hongzhi Zhang Jun Wang 168 0 0 15 Mar 2025
InftyThink: Breaking the Length Limits of Long-Context Reasoning in Large Language Models Yuchen Yan Yongliang Shen Y. Liu Jin Jiang M. Zhang Jian Shao Yueting Zhuang LRM ReLM 53 3 0 09 Mar 2025
Exploiting Edited Large Language Models as General Scientific Optimizers Qitan Lv T. Liu Haoyu Wang 41 0 0 08 Mar 2025
Speculative MoE: Communication Efficient Parallel MoE Inference with Speculative Token and Expert Pre-scheduling Yan Li Pengfei Zheng Shuang Chen Zewei Xu Yuanhao Lai Yunfei Du Z. Wang MoE 137 0 0 06 Mar 2025
EAGLE-3: Scaling up Inference Acceleration of Large Language Models via Training-Time Test Yuhui Li Fangyun Wei Chao Zhang Hongyang R. Zhang 120 5 0 03 Mar 2025
CoT-ICL Lab: A Petri Dish for Studying Chain-of-Thought Learning from In-Context Demonstrations Vignesh Kothapalli Hamed Firooz Maziar Sanjabi 68 0 0 21 Feb 2025
Efficient Long-Decoding Inference with Reasoning-Aware Attention Sparsity Junhao Hu Wenrui Huang Weidong Wang Zhenwen Li Tiancheng Hu Zhixia Liu Xusheng Chen Tao Xie Yizhou Shan LRM 51 0 0 16 Feb 2025
Auditing Prompt Caching in Language Model APIs Chenchen Gu Xiang Lisa Li Rohith Kuditipudi Percy Liang Tatsunori Hashimoto 76 0 0 11 Feb 2025
Kimi k1.5: Scaling Reinforcement Learning with LLMs Kimi Team Angang Du Bofei Gao Bowei Xing Changjiu Jiang ... Zhilin Yang Zhiqi Huang Zihao Huang Ziyao Xu Z. Yang VLM ALM OffRL AI4TS LRM 108 141 0 22 Jan 2025
HyGen: Efficient LLM Serving via Elastic Online-Offline Request Co-location Ting Sun Penghan Wang Fan Lai 148 1 0 15 Jan 2025
TokenSelect: Efficient Long-Context Inference and Length Extrapolation for LLMs via Dynamic Token-Level KV Cache Selection Wei Yu Wu Zhuoshi Pan Chao Wang L. Chen Y. Bai Kun Fu Zehua Wang Hui Xiong Hui Xiong LLMAG 34 5 0 05 Nov 2024
On the Design and Analysis of LLM-Based Algorithms Yanxi Chen Yaliang Li Bolin Ding Jingren Zhou 48 5 0 20 Jul 2024
vAttention: Dynamic Memory Management for Serving LLMs without PagedAttention Ramya Prabhu Ajay Nayak Jayashree Mohan Ramachandran Ramjee Ashish Panwar VLM 57 25 0 07 May 2024
RAGCache: Efficient Knowledge Caching for Retrieval-Augmented Generation Chao Jin Zili Zhang Xuanlin Jiang Fangyue Liu Xin Liu Xuanzhe Liu Xin Jin 40 39 0 18 Apr 2024
DeFT: Decoding with Flash Tree-attention for Efficient Tree-structured LLM Inference Jinwei Yao Kaiqi Chen Kexun Zhang Jiaxuan You Binhang Yuan Zeke Wang Tao Lin 35 2 0 30 Mar 2024
Optimizing LLM Queries in Relational Data Analytics Workloads Shu Liu Asim Biswal Audrey Cheng Xiangxi Mo Shiyi Cao ... Ion Stoica Matei A. Zaharia Ion Stoica Joseph E. Gonzalez Matei Zaharia 66 18 0 09 Mar 2024
Hydragen: High-Throughput LLM Inference with Shared Prefixes Jordan Juravsky Bradley Brown Ryan Ehrlich Daniel Y. Fu Christopher Ré Azalia Mirhoseini 58 36 0 07 Feb 2024
Generative Agents: Interactive Simulacra of Human Behavior J. Park Joseph C. O'Brien Carrie J. Cai Meredith Ringel Morris Percy Liang Michael S. Bernstein LM&Ro AI4CE 232 1,742 0 07 Apr 2023
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 298 3,007 0 22 Mar 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
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 314 3,248 0 21 Mar 2022
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