Title
NoEsis: Differentially Private Knowledge Transfer in Modular LLM Adaptation Rob Romijnders Stefanos Laskaridis Ali Shahin Shamsabadi Hamed Haddadi 64 0 0 25 Apr 2025
Pastiche Novel Generation Creating: Fan Fiction You Love in Your Favorite Author's Style Xueran Han Yuhan Liu Mingzhe Li Wei Liu Sen Hu Rui Yan Zhiqiang Xu Xiuying Chen 69 0 0 24 Feb 2025
Rank Also Matters: Hierarchical Configuration for Mixture of Adapter Experts in LLM Fine-Tuning Peizhuang Cong Wenpu Liu Wenhan Yu Haochen Zhao Tong Yang ALM MoE 81 0 0 06 Feb 2025
Disentangling Preference Representation and Text Generation for Efficient Individual Preference Alignment Jianfei Zhang Jun Bai Yangqiu Song Yanmeng Wang Rumei Li Chenghua Lin Wenge Rong 44 0 0 31 Dec 2024
SLIM: Let LLM Learn More and Forget Less with Soft LoRA and Identity Mixture Jiayi Han Liang Du Hongwei Du Xiangguo Zhou Yiwen Wu Weibo Zheng Donghong Han CLL MoMe MoE 38 2 0 10 Oct 2024
Functional-level Uncertainty Quantification for Calibrated Fine-tuning on LLMs Ruijia Niu D. Wu Rose Yu Yi Ma 33 1 0 09 Oct 2024
DLP-LoRA: Efficient Task-Specific LoRA Fusion with a Dynamic, Lightweight Plugin for Large Language Models Yuxuan Zhang Ruizhe Li MoMe 55 0 0 02 Oct 2024
HDMoLE: Mixture of LoRA Experts with Hierarchical Routing and Dynamic Thresholds for Fine-Tuning LLM-based ASR Models Bingshen Mu Kun Wei Qijie Shao Yong Xu Lei Xie MoE 39 1 0 30 Sep 2024
FEDKIM: Adaptive Federated Knowledge Injection into Medical Foundation Models Xiaochen Wang Jiaqi Wang Houping Xiao Jianfei Chen Fenglong Ma MedIm 63 7 0 17 Aug 2024
Aligning to Thousands of Preferences via System Message Generalization Seongyun Lee Sue Hyun Park Seungone Kim Minjoon Seo ALM 41 38 0 28 May 2024
Shortcut-connected Expert Parallelism for Accelerating Mixture-of-Experts Weilin Cai Juyong Jiang Le Qin Junwei Cui Sunghun Kim Jiayi Huang 53 7 0 07 Apr 2024
MoELoRA: Contrastive Learning Guided Mixture of Experts on Parameter-Efficient Fine-Tuning for Large Language Models Tongxu Luo Jiahe Lei Fangyu Lei Weihao Liu Shizhu He Jun Zhao Kang Liu MoE ALM 33 18 0 20 Feb 2024
ASPEN: High-Throughput LoRA Fine-Tuning of Large Language Models with a Single GPU Zhengmao Ye Dengchun Li Jingqi Tian Tingfeng Lan Jie Zuo ... Hui Lu Yexi Jiang Jian Sha Ke Zhang Mingjie Tang 94 5 0 05 Dec 2023
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 280 3,848 0 18 Apr 2021
Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism M. Shoeybi M. Patwary Raul Puri P. LeGresley Jared Casper Bryan Catanzaro MoE 245 1,821 0 17 Sep 2019