Title
UMoE: Unifying Attention and FFN with Shared Experts Yuanhang Yang Chaozheng Wang Jing Li MoE 29 0 0 12 May 2025
The power of fine-grained experts: Granularity boosts expressivity in Mixture of Experts Enric Boix Adserà Philippe Rigollet MoE 25 0 0 11 May 2025
ORXE: Orchestrating Experts for Dynamically Configurable Efficiency Qingyuan Wang Guoxin Wang B. Cardiff Deepu John 38 0 0 07 May 2025
Position: Enough of Scaling LLMs! Lets Focus on Downscaling Ayan Sengupta Yash Goel Tanmoy Chakraborty 34 0 0 02 May 2025
Revisiting Transformers through the Lens of Low Entropy and Dynamic Sparsity Ruifeng Ren Yong Liu 132 0 0 26 Apr 2025
MoE Parallel Folding: Heterogeneous Parallelism Mappings for Efficient Large-Scale MoE Model Training with Megatron Core Dennis Liu Zijie Yan Xin Yao Tong Liu V. Korthikanti ... Jiajie Yao Chandler Zhou David Wu Xipeng Li J. Yang MoE 65 0 0 21 Apr 2025
Parameters vs FLOPs: Scaling Laws for Optimal Sparsity for Mixture-of-Experts Language Models Samira Abnar Harshay Shah Dan Busbridge Alaaeldin Mohamed Elnouby Ali J. Susskind Vimal Thilak MoE LRM 39 5 0 28 Jan 2025
Sparsing Law: Towards Large Language Models with Greater Activation Sparsity Yuqi Luo Chenyang Song Xu Han Y. Chen Chaojun Xiao Zhiyuan Liu Maosong Sun 49 3 0 04 Nov 2024
Mixture of Parrots: Experts improve memorization more than reasoning Samy Jelassi Clara Mohri David Brandfonbrener Alex Gu Nikhil Vyas Nikhil Anand David Alvarez-Melis Yuanzhi Li Sham Kakade Eran Malach MoE 30 4 0 24 Oct 2024
EPS-MoE: Expert Pipeline Scheduler for Cost-Efficient MoE Inference Yulei Qian Fengcun Li Xiangyang Ji Xiaoyu Zhao Jianchao Tan Kaipeng Zhang Xunliang Cai MoE 71 3 0 16 Oct 2024
Scaling Laws for Predicting Downstream Performance in LLMs Yangyi Chen Binxuan Huang Yifan Gao Zhengyang Wang Jingfeng Yang Heng Ji LRM 45 8 0 11 Oct 2024
Aria: An Open Multimodal Native Mixture-of-Experts Model Dongxu Li Yudong Liu Haoning Wu Yue Wang Zhiqi Shen ... Lihuan Zhang Hanshu Yan Guoyin Wang Bei Chen Junnan Li MoE 51 48 0 08 Oct 2024
Scaling Optimal LR Across Token Horizons Johan Bjorck Alon Benhaim Vishrav Chaudhary Furu Wei Xia Song 54 4 0 30 Sep 2024
Small Language Models: Survey, Measurements, and Insights Zhenyan Lu Xiang Li Dongqi Cai Rongjie Yi Fangming Liu Xiwen Zhang Nicholas D. Lane Mengwei Xu ObjD LRM 55 36 0 24 Sep 2024
Beyond Chinchilla-Optimal: Accounting for Inference in Language Model Scaling Laws Nikhil Sardana Jacob P. Portes Sasha Doubov Jonathan Frankle LRM 230 69 0 31 Dec 2023
Mixture-of-Experts with Expert Choice Routing Yan-Quan Zhou Tao Lei Han-Chu Liu Nan Du Yanping Huang Vincent Zhao Andrew M. Dai Zhifeng Chen Quoc V. Le James Laudon MoE 160 327 0 18 Feb 2022
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 240 4,469 0 23 Jan 2020