Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding

7 February 2024

Jonathan Ragan-Kelley

William Brandon

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Papers citing "Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding"

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Title
PARD: Accelerating LLM Inference with Low-Cost PARallel Draft Model Adaptation Zihao An Huajun Bai Z. Liu Dong Li E. Barsoum 54 0 0 23 Apr 2025
Gumiho: A Hybrid Architecture to Prioritize Early Tokens in Speculative Decoding J. Li Yixing Xu Haiduo Huang Xuanwu Yin D. Li Edith C. -H. Ngai E. Barsoum 50 0 0 13 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 109 3 0 03 Mar 2025
Speculative Decoding and Beyond: An In-Depth Survey of Techniques Y. Hu Zining Liu Zhenyuan Dong Tianfan Peng Bradley McDanel S. Zhang 85 0 0 27 Feb 2025
From Hours to Minutes: Lossless Acceleration of Ultra Long Sequence Generation up to 100K Tokens Tong Wu Junzhe Shen Zixia Jia Y. Wang Zilong Zheng 75 0 0 26 Feb 2025
Learning to Keep a Promise: Scaling Language Model Decoding Parallelism with Learned Asynchronous Decoding Tian Jin Ellie Y. Cheng Zack Ankner Nikunj Saunshi Blake M. Elias Amir Yazdanbakhsh Jonathan Ragan-Kelley Suvinay Subramanian Michael Carbin 49 2 0 24 Feb 2025
GRIFFIN: Effective Token Alignment for Faster Speculative Decoding Shijing Hu Jingyang Li Xingyu Xie Zhihui Lu Kim-Chuan Toh Pan Zhou 38 0 0 16 Feb 2025
M2R2: Mixture of Multi-Rate Residuals for Efficient Transformer Inference Nikhil Bhendawade Mahyar Najibi Devang Naik Irina Belousova MoE 82 0 0 04 Feb 2025
Speculative Decoding with CTC-based Draft Model for LLM Inference Acceleration Zhuofan Wen Shangtong Gui Yang Feng 93 2 0 25 Nov 2024
Closer Look at Efficient Inference Methods: A Survey of Speculative Decoding Hyun Ryu Eric Kim 72 3 0 20 Nov 2024
SWIFT: On-the-Fly Self-Speculative Decoding for LLM Inference Acceleration Heming Xia Yongqi Li Jun Zhang Cunxiao Du Wenjie Li LRM 42 4 0 09 Oct 2024
Mixture of Attentions For Speculative Decoding Matthieu Zimmer Milan Gritta Gerasimos Lampouras Haitham Bou Ammar Jun Wang 68 4 0 04 Oct 2024
LANTERN: Accelerating Visual Autoregressive Models with Relaxed Speculative Decoding Doohyuk Jang Sihwan Park J. Yang Yeonsung Jung Jihun Yun Souvik Kundu Sung-Yub Kim Eunho Yang 40 7 0 04 Oct 2024
Boosting Lossless Speculative Decoding via Feature Sampling and Partial Alignment Distillation Lujun Gui Bin Xiao Lei Su Weipeng Chen 22 2 0 28 Aug 2024
KOALA: Enhancing Speculative Decoding for LLM via Multi-Layer Draft Heads with Adversarial Learning Kaiqi Zhang Jing Zhao Rui Chen 29 1 0 15 Aug 2024
EAGLE-2: Faster Inference of Language Models with Dynamic Draft Trees Yuhui Li Fangyun Wei Chao Zhang Hongyang R. Zhang 82 1 0 24 Jun 2024
S3D: A Simple and Cost-Effective Self-Speculative Decoding Scheme for Low-Memory GPUs Wei Zhong Manasa Bharadwaj 31 5 0 30 May 2024
EMS-SD: Efficient Multi-sample Speculative Decoding for Accelerating Large Language Models Yunsheng Ni Chuanjian Liu Yehui Tang Kai Han Yunhe Wang 21 0 0 13 May 2024
Accelerating Production LLMs with Combined Token/Embedding Speculators Davis Wertheimer Joshua Rosenkranz Thomas Parnell Sahil Suneja Pavithra Ranganathan R. Ganti M. Srivatsa 30 3 0 29 Apr 2024
Kangaroo: Lossless Self-Speculative Decoding via Double Early Exiting Fangcheng Liu Yehui Tang Zhenhua Liu Yunsheng Ni Kai Han Yunhe Wang 30 23 0 29 Apr 2024
TriForce: Lossless Acceleration of Long Sequence Generation with Hierarchical Speculative Decoding Hanshi Sun Zhuoming Chen Xinyu Yang Yuandong Tian Beidi Chen 33 46 0 18 Apr 2024
Break the Sequential Dependency of LLM Inference Using Lookahead Decoding Yichao Fu Peter Bailis Ion Stoica Hao Zhang 123 134 0 03 Feb 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 141 365 0 13 Mar 2023