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EAGLE: Speculative Sampling Requires Rethinking Feature Uncertainty

26 January 2024

Papers citing "EAGLE: Speculative Sampling Requires Rethinking Feature Uncertainty"

50 / 162 papers shown

Title
PredGen: Accelerated Inference of Large Language Models through Input-Time Speculation for Real-Time Speech Interaction Shufan Li Aditya Grover 17 0 0 18 Jun 2025
S $^4$ C: Speculative Sampling with Syntactic and Semantic Coherence for Efficient Inference of Large Language Models Tao He Guang Huang Yu Yang Tianshi Xu Sicheng Zhao Guiguang Ding Pengyang Wang Feng Tian LRM 28 0 0 17 Jun 2025
LiteVLM: A Low-Latency Vision-Language Model Inference Pipeline for Resource-Constrained Environments Jin Huang Yuchao Jin Le An Josh Park VLM 19 0 0 09 Jun 2025
Gumbel-max List Sampling for Distribution Coupling with Multiple Samples Joseph Rowan Buu Phan Ashish Khisti 36 0 0 05 Jun 2025
Accelerated Test-Time Scaling with Model-Free Speculative Sampling Woomin Song Saket Dingliwal Sai Muralidhar Jayanthi Bhavana Ganesh Jinwoo Shin Aram Galstyan S. Bodapati LRM 108 0 0 05 Jun 2025
Rectified Sparse Attention Yutao Sun Tianzhu Ye Li Dong Yuqing Xia Jian Chen Yizhao Gao S. Cao Jianyong Wang Furu Wei 82 1 0 04 Jun 2025
Out-of-Vocabulary Sampling Boosts Speculative Decoding Nadav Timor Jonathan Mamou Oren Pereg Hongyang Zhang David Harel OODD 34 0 0 02 Jun 2025
Mamba Drafters for Speculative Decoding Daewon Choi Seunghyuk Oh Saket Dingliwal Jihoon Tack Kyuyoung Kim ... Insu Han Jinwoo Shin Aram Galstyan Shubham Katiyar S. Bodapati 43 0 0 01 Jun 2025
CLaSp: In-Context Layer Skip for Self-Speculative Decoding Longze Chen Renke Shan Huiming Wang Lu Wang Ziqiang Liu Run Luo Jiawei Wang Hamid Alinejad-Rokny Min Yang 37 0 0 30 May 2025
Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design Yudi Zhang Weilin Zhao Xu Han Tiejun Zhao Wang Xu Hailong Cao Conghui Zhu MQ 58 1 0 28 May 2025
SpecExtend: A Drop-in Enhancement for Speculative Decoding of Long Sequences Jungyoub Cha Hyunjong Kim Sungzoon Cho VLM 80 0 0 27 May 2025
R2R: Efficiently Navigating Divergent Reasoning Paths with Small-Large Model Token Routing Tianyu Fu Yi Ge Yichen You Enshu Liu Zhihang Yuan Guohao Dai Shengen Yan Huazhong Yang Yu Wang MoE LRM 70 1 0 27 May 2025
Faster and Better LLMs via Latency-Aware Test-Time Scaling Zili Wang Tianyu Zhang Haoli Bai Lu Hou Xianzhi Yu Wulong Liu Shiming Xiang Lei Zhu LRM 91 0 0 26 May 2025
Sparse-to-Dense: A Free Lunch for Lossless Acceleration of Video Understanding in LLMs Xuan Zhang Cunxiao Du Sicheng Yu Jiawei Wu Fengzhuo Zhang Wei Gao Qian Liu 65 0 0 25 May 2025
Do Large Language Models (Really) Need Statistical Foundations? Weijie Su 274 0 0 25 May 2025
Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding Yixuan Wang Yijun Liu Shiyu Ji Yuzhuang Xu Yang Xu Qingfu Zhu Wanxiang Che OffRL LRM 54 0 0 24 May 2025
L-MTP: Leap Multi-Token Prediction Beyond Adjacent Context for Large Language Models Xiaohao Liu Xiaobo Xia Weixiang Zhao Manyi Zhang Xianzhi Yu Xiu Su Shuo Yang See-Kiong Ng Tat-Seng Chua KELM LRM 94 0 0 23 May 2025
VeriThinker: Learning to Verify Makes Reasoning Model Efficient Zigeng Chen Xinyin Ma Gongfan Fang Ruonan Yu Xinchao Wang LRM 167 1 0 23 May 2025
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 122 1 0 21 May 2025
Alignment-Augmented Speculative Decoding with Alignment Sampling and Conditional Verification Jikai Wang Zhenxu Tian Jilong Li Qingrong Xia Xinyu Duan Zhefeng Wang Baoxing Huai Min Zhang 61 0 0 19 May 2025
FLASH: Latent-Aware Semi-Autoregressive Speculative Decoding for Multimodal Tasks Zihua Wang Ruibo Li Haozhe Du Joey Tianyi Zhou Yu Zhang Xu Yang MLLM 133 0 0 19 May 2025
SpecEdge: Scalable Edge-Assisted Serving Framework for Interactive LLMs Jinwoo Park Seunggeun Cho Dongsu Han 84 0 0 16 May 2025
MASSV: Multimodal Adaptation and Self-Data Distillation for Speculative Decoding of Vision-Language Models Mugilan Ganesan Siyang Song Ankur Aggarwal Nish Sinnadurai Sean Lie Vithursan Thangarasa VLM 150 0 0 15 May 2025
Multi-Token Prediction Needs Registers Anastasios Gerontopoulos Spyros Gidaris N. Komodakis 118 0 0 15 May 2025
Insights into DeepSeek-V3: Scaling Challenges and Reflections on Hardware for AI Architectures Chenggang Zhao Chengqi Deng Chong Ruan Damai Dai Huazuo Gao ... Wenfeng Liang Ying He Yun Wang Yuxuan Liu Y. X. Wei MoE 74 1 0 14 May 2025
SpecRouter: Adaptive Routing for Multi-Level Speculative Decoding in Large Language Models Hang Wu Jianian Zhu Yongqian Li Haojie Wang Biao Hou Jidong Zhai 140 1 0 12 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 135 0 0 08 May 2025
VITA-Audio: Fast Interleaved Cross-Modal Token Generation for Efficient Large Speech-Language Model Zuwei Long Yunhang Shen Chaoyou Fu Heting Gao Lijiang Li ... Jinlong Peng Haoyu Cao Ke Li Rongrong Ji Xing Sun 80 2 0 06 May 2025
Accelerating Large Language Model Reasoning via Speculative Search Zhihai Wang Jie Wang Jilai Pan Xilin Xia Huiling Zhen Mingxuan Yuan Jianye Hao Feng Wu ReLM LRM 156 1 0 03 May 2025
PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding Bradley McDanel Shanghang Zhang Y. Hu Zining Liu MoE 441 0 0 02 May 2025
Efficient Reasoning for LLMs through Speculative Chain-of-Thought Jikai Wang Junlin Li Jianye Hou Hao Fei Lijun Wu Min Zhang LLMAG LRM 136 5 0 27 Apr 2025
PARD: Accelerating LLM Inference with Low-Cost PARallel Draft Model Adaptation Zihao An Huajun Bai Ziqiang Liu Dong Li E. Barsoum 180 0 0 23 Apr 2025
Advancing AI-assisted Hardware Design with Hierarchical Decentralized Training and Personalized Inference-Time Optimization Hao Mark Chen Zehuan Zhang Wanru Zhao Nicholas D. Lane Hongxiang Fan 25 0 0 21 Apr 2025
SpecEE: Accelerating Large Language Model Inference with Speculative Early Exiting Jiaming Xu Jiayi Pan Yongkang Zhou Siming Chen Jiajian Li Yaoxiu Lian Junyi Wu Guohao Dai LRM 67 0 0 11 Apr 2025
SD $^2$ : Self-Distilled Sparse Drafters Mike Lasby Nish Sinnadurai Valavan Manohararajah Sean Lie Yani Andrew Ioannou Vithursan Thangarasa 417 1 0 10 Apr 2025
Hogwild! Inference: Parallel LLM Generation via Concurrent Attention Gleb Rodionov Roman Garipov Alina Shutova George Yakushev Erik Schultheis Vage Egiazarian Anton Sinitsin Denis Kuznedelev Dan Alistarh LRM 149 5 0 08 Apr 2025
VocalNet: Speech LLM with Multi-Token Prediction for Faster and High-Quality Generation Yuhao Wang Heyang Liu Ziyang Cheng Ronghua Wu Qunshan Gu Yanfeng Wang Yu Wang 458 3 0 05 Apr 2025
PipeDec: Low-Latency Pipeline-based Inference with Dynamic Speculative Decoding towards Large-scale Models Haofei Yin Mengbai Xiao Rouzhou Lu Xiao Zhang Dongxiao Yu Guanghui Zhang AI4CE 79 0 0 05 Apr 2025
Model Hemorrhage and the Robustness Limits of Large Language Models Ziyang Ma Hui Yuan Lefei Zhang Gui-Song Xia Bo Du Liangpei Zhang Dacheng Tao 120 1 0 31 Mar 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 186 47 0 27 Mar 2025
PCM : Picard Consistency Model for Fast Parallel Sampling of Diffusion Models Junhyuk So Jiwoong Shin Chaeyeon Jang Eunhyeok Park DiffM 129 0 0 25 Mar 2025
A Novel Hat-Shaped Device-Cloud Collaborative Inference Framework for Large Language Models Zuan Xie Yang Xu Hongli Xu Yunming Liao Zhiwei Yao 138 0 0 23 Mar 2025
ML-SpecQD: Multi-Level Speculative Decoding with Quantized Drafts E. Georganas Dhiraj D. Kalamkar Alexander Kozlov A. Heinecke MQ 439 1 0 17 Mar 2025
Gumiho: A Hybrid Architecture to Prioritize Early Tokens in Speculative Decoding Jiajun Li Yixing Xu Haiduo Huang Xuanwu Yin D. Li Edith C. -H. Ngai E. Barsoum 121 0 0 13 Mar 2025
Speculative Decoding for Multi-Sample Inference Yiwei Li Jiayi Shi Shaoxiong Feng Peiwen Yuan Xinyu Wang ... Ji Zhang Chuyi Tan Boyuan Pan Yao Hu Kan Li LRM 96 1 0 07 Mar 2025
SpecServe: Efficient and SLO-Aware Large Language Model Serving with Adaptive Speculative Decoding Kaiyu Huang Yu Wang Zhubo Shi Han Zou Minchen Yu Qingjiang Shi LRM 99 2 0 07 Mar 2025
RASD: Retrieval-Augmented Speculative Decoding Guofeng Quan Wenfeng Feng Chuzhan Hao Guochao Jiang Yuewei Zhang Hao Wang RALM 161 1 0 05 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 252 18 0 03 Mar 2025
DuoDecoding: Hardware-aware Heterogeneous Speculative Decoding with Dynamic Multi-Sequence Drafting Kai Lv Honglin Guo Qipeng Guo Xipeng Qiu 103 0 0 02 Mar 2025
Tutorial Proposal: Speculative Decoding for Efficient LLM Inference Heming Xia Cunxiao Du Yongqian Li Qian Liu Wenjie Li 89 0 0 01 Mar 2025