Title
Ascendra: Dynamic Request Prioritization for Efficient LLM Serving Azam Ikram Xiang Li Sameh Elnikety S. Bagchi 53 0 0 29 Apr 2025
Taming the Titans: A Survey of Efficient LLM Inference Serving Ranran Zhen J. Li Yixin Ji Z. Yang Tong Liu Qingrong Xia Xinyu Duan Z. Wang Baoxing Huai M. Zhang LLMAG 77 0 0 28 Apr 2025
GenTorrent: Scaling Large Language Model Serving with An Overley Network Fei Fang Yifan Hua Shengze Wang Ruilin Zhou Y. Liu Chen Qian X. Zhang 46 0 0 27 Apr 2025
TurboRAG: Accelerating Retrieval-Augmented Generation with Precomputed KV Caches for Chunked Text Songshuo Lu Hua Wang Yutian Rong Zhi Chen Yaohua Tang VLM 28 11 0 10 Oct 2024
DeciMamba: Exploring the Length Extrapolation Potential of Mamba Assaf Ben-Kish Itamar Zimerman Shady Abu Hussein Nadav Cohen Amir Globerson Lior Wolf Raja Giryes Mamba 67 13 0 20 Jun 2024
One-Shot Sensitivity-Aware Mixed Sparsity Pruning for Large Language Models Hang Shao Bei Liu Bo Xiao Ke Zeng Guanglu Wan Yanmin Qian 42 17 0 14 Oct 2023
LongLLMLingua: Accelerating and Enhancing LLMs in Long Context Scenarios via Prompt Compression Huiqiang Jiang Qianhui Wu Xufang Luo Dongsheng Li Chin-Yew Lin Yuqing Yang Lili Qiu RALM 99 179 0 10 Oct 2023
Unlimiformer: Long-Range Transformers with Unlimited Length Input Amanda Bertsch Uri Alon Graham Neubig Matthew R. Gormley RALM 94 122 0 02 May 2023
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 215 1,701 0 07 Apr 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 144 365 0 13 Mar 2023
Zemi: Learning Zero-Shot Semi-Parametric Language Models from Multiple Tasks Zhenhailong Wang Xiaoman Pan Dian Yu Dong Yu Jianshu Chen Heng Ji VLM 38 9 0 01 Oct 2022
Few-shot training LLMs for project-specific code-summarization Toufique Ahmed Prem Devanbu 173 213 0 09 Jul 2022
Big Bird: Transformers for Longer Sequences Manzil Zaheer Guru Guruganesh Kumar Avinava Dubey Joshua Ainslie Chris Alberti ... Philip Pham Anirudh Ravula Qifan Wang Li Yang Amr Ahmed VLM 249 1,982 0 28 Jul 2020
Efficient Content-Based Sparse Attention with Routing Transformers Aurko Roy M. Saffar Ashish Vaswani David Grangier MoE 228 578 0 12 Mar 2020
Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism M. Shoeybi M. Patwary Raul Puri P. LeGresley Jared Casper Bryan Catanzaro MoE 243 1,791 0 17 Sep 2019
Revealing the Importance of Semantic Retrieval for Machine Reading at Scale Yixin Nie Songhe Wang Mohit Bansal RALM 151 134 0 17 Sep 2019