Pareto Low-Rank Adapters: Efficient Multi-Task Learning with Preferences

10 July 2024

Papers citing "Pareto Low-Rank Adapters: Efficient Multi-Task Learning with Preferences"

7 / 7 papers shown

Title
PARM: Multi-Objective Test-Time Alignment via Preference-Aware Autoregressive Reward Model Baijiong Lin Weisen Jiang Yuancheng Xu Hao Chen Ying Chen 26 0 0 06 May 2025
Gradient-Based Multi-Objective Deep Learning: Algorithms, Theories, Applications, and Beyond Weiyu Chen Xiaoyuan Zhang Baijiong Lin Xi Victoria Lin Han Zhao Qingfu Zhang James T. Kwok 75 2 0 19 Jan 2025
MoIN: Mixture of Introvert Experts to Upcycle an LLM Ajinkya Tejankar K. Navaneet Ujjawal Panchal Kossar Pourahmadi Hamed Pirsiavash MoE 29 0 0 13 Oct 2024
LibMOON: A Gradient-based MultiObjective OptimizatioN Library in PyTorch Xiaoyuan Zhang Liang Zhao Yingying Yu Xi Lin Yifan Chen Han Zhao Qingfu Zhang AI4CE 40 3 0 04 Sep 2024
Training Neural Networks from Scratch with Parallel Low-Rank Adapters Minyoung Huh Brian Cheung Jeremy Bernstein Phillip Isola Pulkit Agrawal 35 10 0 26 Feb 2024
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 280 3,844 0 18 Apr 2021
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation Vijay Badrinarayanan Alex Kendall R. Cipolla SSeg 446 15,637 0 02 Nov 2015