Title
FedMerge: Federated Personalization via Model Merging Shutong Chen Tianyi Zhou Guodong Long Jing Jiang Chengqi Zhang FedML MoMe 47 0 0 09 Apr 2025
FuseRL: Dense Preference Optimization for Heterogeneous Model Fusion Longguang Zhong Fanqi Wan Ziyi Yang Guosheng Liang Tianyuan Shi Xiaojun Quan MoMe 57 0 0 09 Apr 2025
Cognitive Memory in Large Language Models Lianlei Shan Shixian Luo Zezhou Zhu Yu Yuan Yong Wu LLMAG KELM 116 1 0 03 Apr 2025
CoServe: Efficient Collaboration-of-Experts (CoE) Model Inference with Limited Memory Jiashun Suo Xiaojian Liao Limin Xiao Li Ruan Jinquan Wang Xiao Su Zhisheng Huo 65 0 0 04 Mar 2025
Drop-Upcycling: Training Sparse Mixture of Experts with Partial Re-initialization Taishi Nakamura Takuya Akiba Kazuki Fujii Yusuke Oda Rio Yokota Jun Suzuki MoMe MoE 75 1 0 26 Feb 2025
Collective Model Intelligence Requires Compatible Specialization Jyothish Pari Samy Jelassi Pulkit Agrawal MoMe 38 1 0 04 Nov 2024
Efficiently Democratizing Medical LLMs for 50 Languages via a Mixture of Language Family Experts Guorui Zheng Xidong Wang Juhao Liang Nuo Chen Yuping Zheng Benyou Wang MoE 30 5 0 14 Oct 2024
Layerwise Recurrent Router for Mixture-of-Experts Zihan Qiu Zeyu Huang Shuang Cheng Yizhi Zhou Zili Wang Ivan Titov Jie Fu MoE 73 2 0 13 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 38 20 0 31 Jul 2024
Mixture of Modular Experts: Distilling Knowledge from a Multilingual Teacher into Specialized Modular Language Models Mohammed Al-Maamari Mehdi Ben Amor Michael Granitzer KELM MoE 33 0 0 28 Jul 2024
PLeaS -- Merging Models with Permutations and Least Squares Anshul Nasery J. Hayase Pang Wei Koh Sewoong Oh MoMe 43 3 0 02 Jul 2024
DAM: Dynamic Adapter Merging for Continual Video QA Learning Feng Cheng Ziyang Wang Yi-Lin Sung Yan-Bo Lin Mohit Bansal Gedas Bertasius CLL MoMe 31 10 0 13 Mar 2024
DiLoCo: Distributed Low-Communication Training of Language Models Arthur Douillard Qixuang Feng Andrei A. Rusu Rachita Chhaparia Yani Donchev A. Kuncoro MarcÁurelio Ranzato Arthur Szlam Jiajun Shen 56 31 0 14 Nov 2023
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 303 11,909 0 04 Mar 2022