Sequoia: Scalable, Robust, and Hardware-aware Speculative Decoding

19 February 2024

Ruslan Svirschevski

Papers citing "Sequoia: Scalable, Robust, and Hardware-aware Speculative Decoding"

35 / 35 papers shown

Title
BanditSpec: Adaptive Speculative Decoding via Bandit Algorithms Yunlong Hou Fengzhuo Zhang Cunxiao Du Xuan Zhang Jiachun Pan Tianyu Pang Chao Du Vincent Y. F. Tan Zhuoran Yang OffRL 12 0 0 21 May 2025
Automatic Task Detection and Heterogeneous LLM Speculative Decoding Danying Ge Jianhua Gao Qizhi Jiang Yifei Feng Weixing Ji 41 0 0 13 May 2025
Scaling Laws for Speculative Decoding Siyuan Yan Mo Zhu Guo-qing Jiang Jianfei Wang Jiaxing Chen ... Xiang Liao Xiao Cui Chen Zhang Zhuoran Song Ran Zhu LRM 48 0 0 08 May 2025
PARD: Accelerating LLM Inference with Low-Cost PARallel Draft Model Adaptation Zihao An Huajun Bai Ziqiang Liu Dong Li E. Barsoum 61 0 0 23 Apr 2025
Collaborative Speculative Inference for Efficient LLM Inference Serving Luyao Gao Jianchun Liu Hongli Xu Xichong Zhang Yunming Liao Liusheng Huang 46 0 0 13 Mar 2025
Fuzzy Speculative Decoding for a Tunable Accuracy-Runtime Tradeoff Maximilian Holsman Yukun Huang Bhuwan Dhingra 46 0 0 28 Feb 2025
Speculative Decoding and Beyond: An In-Depth Survey of Techniques Y. Hu Zining Liu Zhenyuan Dong Tianfan Peng Bradley McDanel S. Zhang 93 0 0 27 Feb 2025
Towards Optimal Multi-draft Speculative Decoding Zhibo Hu Tong Zheng Vignesh Viswanathan Ziyi Chen Ryan Rossi Yihan Wu Dinesh Manocha Heng Huang 47 3 0 26 Feb 2025
CORAL: Learning Consistent Representations across Multi-step Training with Lighter Speculative Drafter Yepeng Weng Dianwen Mei Huishi Qiu Xujie Chen Li Liu Jiang Tian Zhongchao Shi 53 0 0 24 Feb 2025
Minions: Cost-efficient Collaboration Between On-device and Cloud Language Models A. Narayan D. Biderman Sabri Eyuboglu Avner May Scott W. Linderman James Zou Christopher Ré 60 1 0 21 Feb 2025
GRIFFIN: Effective Token Alignment for Faster Speculative Decoding Shijing Hu Jingyang Li Xingyu Xie Zhihui Lu Kim-Chuan Toh Pan Zhou 48 0 0 16 Feb 2025
QuantSpec: Self-Speculative Decoding with Hierarchical Quantized KV Cache Rishabh Tiwari Haocheng Xi Aditya Tomar Coleman Hooper Sehoon Kim Maxwell Horton Mahyar Najibi Michael W. Mahoney Kemal Kurniawan Amir Gholami MQ 66 1 0 05 Feb 2025
Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Gregor Bachmann Sotiris Anagnostidis Albert Pumarola Markos Georgopoulos A. Sanakoyeu Yuming Du Edgar Schönfeld Ali K. Thabet Jonas Kohler ALM BDL 111 8 0 31 Jan 2025
AdaServe: Accelerating Multi-SLO LLM Serving with SLO-Customized Speculative Decoding Zikun Li Zhuofu Chen Remi Delacourt Gabriele Oliaro Zeyu Wang ... Zhuoming Chen Sean Lai Xinhao Cheng Xupeng Miao Zhihao Jia 53 6 0 21 Jan 2025
FlashInfer: Efficient and Customizable Attention Engine for LLM Inference Serving Zihao Ye Lequn Chen Ruihang Lai Wuwei Lin Yineng Zhang ... Tianqi Chen Baris Kasikci Vinod Grover Arvind Krishnamurthy Luis Ceze 67 21 0 02 Jan 2025
Deploying Foundation Model Powered Agent Services: A Survey Wenchao Xu Jinyu Chen Peirong Zheng Xiaoquan Yi Tianyi Tian ... Quan Wan Yining Qi Yunfeng Fan Qinliang Su Xuemin Shen AI4CE 119 1 0 18 Dec 2024
Constrained Decoding with Speculative Lookaheads Nishanth Nakshatri Shamik Roy Rajarshi Das Suthee Chaidaroon Leonid Boytsov Rashmi Gangadharaiah 84 0 0 09 Dec 2024
SSSD: Simply-Scalable Speculative Decoding Michele Marzollo Jiawei Zhuang Niklas Roemer Lorenz K. Müller Lukas Cavigelli LRM 47 2 0 08 Nov 2024
SpecHub: Provable Acceleration to Multi-Draft Speculative Decoding Ryan Sun Tianyi Zhou Xun Chen Lichao Sun 34 5 0 08 Nov 2024
TreeBoN: Enhancing Inference-Time Alignment with Speculative Tree-Search and Best-of-N Sampling Jiahao Qiu Yifu Lu Yifan Zeng Jiacheng Guo Jiayi Geng Huazheng Wang Kaixuan Huang Yue Wu Mengdi Wang 56 22 0 18 Oct 2024
Cerberus: Efficient Inference with Adaptive Parallel Decoding and Sequential Knowledge Enhancement Yuxuan Liu Wenyuan Li Laizhong Cui Hailiang Yang OffRL 34 0 0 17 Oct 2024
DySpec: Faster Speculative Decoding with Dynamic Token Tree Structure Yunfan Xiong Ruoyu Zhang Yanzeng Li Tianhao Wu Lei Zou 40 5 0 15 Oct 2024
ParallelSpec: Parallel Drafter for Efficient Speculative Decoding Zilin Xiao Hongming Zhang Tao Ge Siru Ouyang Vicente Ordonez Dong Yu 44 5 0 08 Oct 2024
Large Language Model Inference Acceleration: A Comprehensive Hardware Perspective Jinhao Li Jiaming Xu Shan Huang Yonghua Chen Wen Li ... Jiayi Pan Li Ding Hao Zhou Yu Wang Guohao Dai 62 17 0 06 Oct 2024
Inference Optimization of Foundation Models on AI Accelerators Youngsuk Park Kailash Budhathoki Liangfu Chen Jonas M. Kübler Jiaji Huang Matthäus Kleindessner Jun Huan V. Cevher Yida Wang George Karypis 45 3 0 12 Jul 2024
OPT-Tree: Speculative Decoding with Adaptive Draft Tree Structure Jikai Wang Yi Su Juntao Li Qingrong Xia Zi Ye Xinyu Duan Zhefeng Wang Min Zhang 46 13 0 25 Jun 2024
EAGLE-2: Faster Inference of Language Models with Dynamic Draft Trees Yuhui Li Fangyun Wei Chao Zhang Hongyang R. Zhang 93 55 0 24 Jun 2024
Optimizing Speculative Decoding for Serving Large Language Models Using Goodput Xiaoxuan Liu Cade Daniel Langxiang Hu Woosuk Kwon Zhuohan Li Xiangxi Mo Alvin Cheung Zhijie Deng Ion Stoica Hao Zhang 24 18 0 20 Jun 2024
S3D: A Simple and Cost-Effective Self-Speculative Decoding Scheme for Low-Memory GPUs Wei Zhong Manasa Bharadwaj 49 5 0 30 May 2024
SpecDec++: Boosting Speculative Decoding via Adaptive Candidate Lengths Kaixuan Huang Xudong Guo Mengdi Wang 47 20 0 30 May 2024
Hardware-Aware Parallel Prompt Decoding for Memory-Efficient Acceleration of LLM Inference Hao Mark Chen Wayne Luk Ka-Fai Cedric Yiu Rui Li Konstantin Mishchenko Stylianos I. Venieris Hongxiang Fan 47 7 0 28 May 2024
EMS-SD: Efficient Multi-sample Speculative Decoding for Accelerating Large Language Models Yunsheng Ni Chuanjian Liu Yehui Tang Kai Han Yunhe Wang 31 0 0 13 May 2024
TriForce: Lossless Acceleration of Long Sequence Generation with Hierarchical Speculative Decoding Hanshi Sun Zhuoming Chen Xinyu Yang Yuandong Tian Beidi Chen 46 49 0 18 Apr 2024
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 149 371 0 13 Mar 2023
Sparsity in Deep Learning: Pruning and growth for efficient inference and training in neural networks Torsten Hoefler Dan Alistarh Tal Ben-Nun Nikoli Dryden Alexandra Peste MQ 147 685 0 31 Jan 2021