Title
PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding Bradley McDanel S. Zhang Y. Hu Zining Liu MoE 41 0 0 02 May 2025
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
Adaptive Layer-skipping in Pre-trained LLMs Xuan Luo Weizhi Wang Xifeng Yan 72 0 0 31 Mar 2025
Balcony: A Lightweight Approach to Dynamic Inference of Generative Language Models Benyamin Jamialahmadi Parsa Kavehzadeh Mehdi Rezagholizadeh Parsa Farinneya Hossein Rajabzadeh A. Jafari Boxing Chen Marzieh S. Tahaei 42 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 112 5 0 03 Mar 2025
The Representation and Recall of Interwoven Structured Knowledge in LLMs: A Geometric and Layered Analysis Ge Lei Samuel J. Cooper KELM 47 0 0 15 Feb 2025
Speculate, then Collaborate: Fusing Knowledge of Language Models during Decoding Z. Wang Muneeza Azmart Ang Li R. Horesh Mikhail Yurochkin 107 1 0 11 Feb 2025
Relaxed Recursive Transformers: Effective Parameter Sharing with Layer-wise LoRA Sangmin Bae Adam Fisch Hrayr Harutyunyan Ziwei Ji Seungyeon Kim Tal Schuster KELM 68 5 0 28 Oct 2024
Faster Language Models with Better Multi-Token Prediction Using Tensor Decomposition Artem Basharin Andrei Chertkov Ivan V. Oseledets 36 1 0 23 Oct 2024
Router-Tuning: A Simple and Effective Approach for Enabling Dynamic-Depth in Transformers Shwai He Tao Ge Guoheng Sun Bowei Tian Xiaoyang Wang Ang Li MoE 46 1 0 17 Oct 2024
QSpec: Speculative Decoding with Complementary Quantization Schemes Juntao Zhao Wenhao Lu Sheng Wang Lingpeng Kong Chuan Wu MQ 62 5 0 15 Oct 2024
SWIFT: On-the-Fly Self-Speculative Decoding for LLM Inference Acceleration Heming Xia Yongqi Li Jun Zhang Cunxiao Du Wenjie Li LRM 44 4 0 09 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 57 15 0 06 Oct 2024
Layer Swapping for Zero-Shot Cross-Lingual Transfer in Large Language Models Lucas Bandarkar Benjamin Muller Pritish Yuvraj Rui Hou Nayan Singhal Hongjiang Lv Bing-Quan Liu KELM LRM MoMe 30 2 0 02 Oct 2024
Characterizing and Efficiently Accelerating Multimodal Generation Model Inference Yejin Lee Anna Y. Sun Basil Hosmer Bilge Acun Can Balioglu ... Ram Pasunuru Scott Yih Sravya Popuri Xing Liu Carole-Jean Wu 50 2 0 30 Sep 2024
Self-Introspective Decoding: Alleviating Hallucinations for Large Vision-Language Models Fushuo Huo Wenchao Xu Zhong Zhang Haozhao Wang Zhicheng Chen Peilin Zhao VLM MLLM 61 18 0 04 Aug 2024
MoMa: Efficient Early-Fusion Pre-training with Mixture of Modality-Aware Experts Xi Victoria Lin Akshat Shrivastava Liang Luo Srinivasan Iyer Mike Lewis Gargi Gosh Luke Zettlemoyer Armen Aghajanyan MoE 33 20 0 31 Jul 2024
LazyLLM: Dynamic Token Pruning for Efficient Long Context LLM Inference Qichen Fu Minsik Cho Thomas Merth Sachin Mehta Mohammad Rastegari Mahyar Najibi 33 25 0 19 Jul 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
Knowledge Circuits in Pretrained Transformers Yunzhi Yao Ningyu Zhang Zekun Xi Meng Wang Ziwen Xu Shumin Deng Huajun Chen KELM 64 19 0 28 May 2024
The Unreasonable Ineffectiveness of the Deeper Layers Andrey Gromov Kushal Tirumala Hassan Shapourian Paolo Glorioso Daniel A. Roberts 41 79 0 26 Mar 2024
A Performance Evaluation of a Quantized Large Language Model on Various Smartphones Tolga Çöplü Marc Loedi Arto Bendiken Mykhailo Makohin Joshua J. Bouw Stephen Cobb MQ 16 5 0 19 Dec 2023
Layer-wise Pruning of Transformer Attention Heads for Efficient Language Modeling Kyuhong Shim Iksoo Choi Wonyong Sung Jungwook Choi 21 8 0 07 Oct 2021
The Pile: An 800GB Dataset of Diverse Text for Language Modeling Leo Gao Stella Biderman Sid Black Laurence Golding Travis Hoppe ... Horace He Anish Thite Noa Nabeshima Shawn Presser Connor Leahy AIMat 245 1,977 0 31 Dec 2020
The Bottom-up Evolution of Representations in the Transformer: A Study with Machine Translation and Language Modeling Objectives Elena Voita Rico Sennrich Ivan Titov 188 181 0 03 Sep 2019