MetaBalance: Improving Multi-Task Recommendations via Adapting Gradient Magnitudes of Auxiliary Tasks

14 March 2022

Papers citing "MetaBalance: Improving Multi-Task Recommendations via Adapting Gradient Magnitudes of Auxiliary Tasks"

24 / 24 papers shown

Title
CAT Merging: A Training-Free Approach for Resolving Conflicts in Model Merging Wenju Sun Qingyong Li Yangli-ao Geng Boyang Li MoMe 34 0 0 11 May 2025
Locating and Mitigating Gradient Conflicts in Point Cloud Domain Adaptation via Saliency Map Skewness Jiaqi Tang Yinsong Xu Qingchao Chen 3DPC 27 0 0 22 Apr 2025
Joint Modeling in Recommendations: A Survey Xiangyu Zhao Yichao Wang Bo Chen Jingtong Gao Yuhao Wang Xiaopeng Li Pengyue Jia Q. Liu Huifeng Guo Ruiming Tang 39 0 0 28 Feb 2025
Task Arithmetic in Trust Region: A Training-Free Model Merging Approach to Navigate Knowledge Conflicts Wenju Sun Qingyong Li Wen Wang Yangli-ao Geng Boyang Li 36 2 0 28 Jan 2025
SurgeryV2: Bridging the Gap Between Model Merging and Multi-Task Learning with Deep Representation Surgery Enneng Yang Li Shen Zhenyi Wang G. Guo Xingwei Wang Xiaocun Cao Jie Zhang Dacheng Tao MoMe 37 4 0 18 Oct 2024
ChangeMinds: Multi-task Framework for Detecting and Describing Changes in Remote Sensing Yuduo Wang Weikang Yu Michael K Kopp Pedram Ghamisi 21 1 0 13 Oct 2024
MetaGPT: Merging Large Language Models Using Model Exclusive Task Arithmetic Yuyan Zhou Liang Song Bingning Wang Weipeng Chen MoMe 30 15 0 17 Jun 2024
MMPareto: Boosting Multimodal Learning with Innocent Unimodal Assistance Yake Wei Di Hu 34 13 0 28 May 2024
M3oE: Multi-Domain Multi-Task Mixture-of Experts Recommendation Framework Zijian Zhang Shuchang Liu Jiaao Yu Qingpeng Cai Xiangyu Zhao ... Qidong Liu Hongwei Zhao Lantao Hu Peng Jiang Kun Gai 34 16 0 29 Apr 2024
Socialized Learning: A Survey of the Paradigm Shift for Edge Intelligence in Networked Systems Xiaofei Wang Yunfeng Zhao Chao Qiu Qinghua Hu Victor C. M. Leung 32 6 0 20 Apr 2024
Smooth Tchebycheff Scalarization for Multi-Objective Optimization Xi Lin Xiao-Yan Zhang Zhiyuan Yang Fei Liu Zhenkun Wang Qingfu Zhang 35 16 0 29 Feb 2024
Representation Surgery for Multi-Task Model Merging Enneng Yang Li Shen Zhenyi Wang Guibing Guo Xiaojun Chen Xingwei Wang Dacheng Tao MoMe 54 37 0 05 Feb 2024
Careful with that Scalpel: Improving Gradient Surgery with an EMA Yu-Guan Hsieh James Thornton Eugène Ndiaye Michal Klein Marco Cuturi Pierre Ablin MedIm 31 0 0 05 Feb 2024
Enhancing Molecular Property Prediction with Auxiliary Learning and Task-Specific Adaptation Vishal Dey Xia Ning AAML AI4CE 19 0 0 29 Jan 2024
Adaptive Neural Ranking Framework: Toward Maximized Business Goal for Cascade Ranking Systems Yunli Wang Zhiqiang Wang Jian Yang Shiyang Wen Dongying Kong Han Li Kun Gai 24 10 0 16 Oct 2023
AdaMerging: Adaptive Model Merging for Multi-Task Learning Enneng Yang Zhenyi Wang Li Shen Shiwei Liu Guibing Guo Xingwei Wang Dacheng Tao MoMe 33 95 0 04 Oct 2023
Dual-Balancing for Multi-Task Learning Baijiong Lin Weisen Jiang Feiyang Ye Yu Zhang Pengguang Chen Yingke Chen Shu Liu James T. Kwok CVBM 28 12 0 23 Aug 2023
STEM: Unleashing the Power of Embeddings for Multi-task Recommendation Liangcai Su Junwei Pan Ximei Wang Xi Xiao Shijie Quan Xihua Chen Jie Jiang 17 15 0 16 Aug 2023
Sample-Level Weighting for Multi-Task Learning with Auxiliary Tasks Emilie Grégoire M. H. Chaudhary Sam Verboven 24 1 0 07 Jun 2023
UPNet: Uncertainty-based Picking Deep Learning Network for Robust First Break Picking Hongtao Wang Jiangshe Zhang Xiaoli Wei Lihong Long Chunxia Zhang OOD 17 2 0 23 May 2023
Multi-behavior Self-supervised Learning for Recommendation Jingcao Xu Chaokun Wang Cheng Wu Yang Song Kai Zheng Xiaowei Wang Changping Wang Guorui Zhou Kun Gai 13 31 0 22 May 2023
Gradient Coordination for Quantifying and Maximizing Knowledge Transference in Multi-Task Learning Xuanhua Yang Jianxin R. Zhao Shaoguo Liu Liangji Wang Bo Zheng 15 1 0 10 Mar 2023
AdaTask: A Task-aware Adaptive Learning Rate Approach to Multi-task Learning Enneng Yang Junwei Pan Ximei Wang Haibin Yu Li Shen Xihua Chen Lei Xiao Jie Jiang G. Guo 38 43 0 28 Nov 2022
A Comprehensive Survey on Trustworthy Recommender Systems Wenqi Fan Xiangyu Zhao Xiao Chen Jingran Su Jingtong Gao ... Qidong Liu Yiqi Wang Hanfeng Xu Lei Chen Qing Li FaML 40 46 0 21 Sep 2022