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Multi-Task Learning as Multi-Objective Optimization

10 October 2018

Papers citing "Multi-Task Learning as Multi-Objective Optimization"

50 / 308 papers shown

Title
Macro Graph of Experts for Billion-Scale Multi-Task Recommendation Hongyu Yao Zijin Hong Hao Chen Yuanchen Bei Zhiqing Li Qijie Shen Zuobin Ying Huan Gong Feiran Huang 113 0 0 12 Jun 2025
Vision Generalist Model: A Survey Ziyi Wang Yongming Rao Shuofeng Sun Xinrun Liu Yi Wei ... Zuyan Liu Yanbo Wang Hongmin Liu Jie Zhou Jiwen Lu 65 0 0 11 Jun 2025
A Framework for Controllable Multi-objective Learning with Annealed Stein Variational Hypernetworks Minh-Duc Nguyen Dung D. Le 24 0 0 07 Jun 2025
FastCAR: Fast Classification And Regression for Task Consolidation in Multi-Task Learning to Model a Continuous Property Variable of Detected Object Class Anoop Kini A. Jansche T. Bernthaler Gerhard Schneider 12 0 0 30 May 2025
Bigger, Regularized, Categorical: High-Capacity Value Functions are Efficient Multi-Task Learners Michal Nauman Marek Cygan Carmelo Sferrazza Aviral Kumar Pieter Abbeel OffRL 96 0 0 29 May 2025
DeepChest: Dynamic Gradient-Free Task Weighting for Effective Multi-Task Learning in Chest X-ray Classification Youssef Mohamed Noran Mohamed Khaled Abouhashad Feilong Tang Sara Atito Shoaib Jameel Imran Razzak A. Zaky 63 0 0 29 May 2025
Unraveling LoRA Interference: Orthogonal Subspaces for Robust Model Merging Haobo Zhang Jiayu Zhou MoMe 54 0 0 28 May 2025
Learning Fluid-Structure Interaction Dynamics with Physics-Informed Neural Networks and Immersed Boundary Methods Afrah Farea Saiful Khan Reza Daryani Emre Cenk Ersan Mustafa Serdar Celebi AI4CE 51 0 0 24 May 2025
Physics-informed Temporal Alignment for Auto-regressive PDE Foundation Models Congcong Zhu Xiaoyan Xu Jiayue Han Jingrun Chen OOD AI4CE 151 0 0 16 May 2025
CAT Merging: A Training-Free Approach for Resolving Conflicts in Model Merging Wenju Sun Qingyong Li Yangli-ao Geng Boyang Li MoMe 115 2 0 11 May 2025
ADD: Physics-Based Motion Imitation with Adversarial Differential Discriminators Ziyu Zhang S. Bashkirov Dun Yang Michael Taylor Xue Bin Peng 82 0 0 08 May 2025
Multi-Scale Graph Learning for Anti-Sparse Downscaling Yingda Fan Runlong Yu Janet R. Barclay A. Appling Yiming Sun Yiqun Xie Xiaowei Jia AI4CE 75 0 0 03 May 2025
HF4Rec: Human-Like Feedback-Driven Optimization Framework for Explainable Recommendation Jiakai Tang Jingsen Zhang Zihang Tian Xueyang Feng Lei Wang Xu Chen OffRL 404 0 0 19 Apr 2025
Why Reasoning Matters? A Survey of Advancements in Multimodal Reasoning (v1) Jing Bi Susan Liang Xiaofei Zhou Pinxin Liu Junjia Guo ... Cai Chen Lianggong Wen Zhang Liu Jiebo Luo Chenliang Xu LRM 101 1 0 04 Apr 2025
Statistical Deficiency for Task Inclusion Estimation Loïc Fosse Frédéric Béchet Benoit Favre Géraldine Damnati Gwénolé Lecorvé Maxime Darrin Philippe Formont Pablo Piantanida 528 0 0 07 Mar 2025
Four Principles for Physically Interpretable World Models Jordan Peper Zhenjiang Mao Yuang Geng Siyuan Pan Ivan Ruchkin 148 1 0 04 Mar 2025
On Generalization Across Environments In Multi-Objective Reinforcement Learning Jayden Teoh Pradeep Varakantham Peter Vamplew OffRL 114 1 0 02 Mar 2025
SCU: An Efficient Machine Unlearning Scheme for Deep Learning Enabled Semantic Communications Weiqi Wang Zhiyi Tian Chenhan Zhang Shui Yu MU 137 2 0 27 Feb 2025
Gradient-Guided Annealing for Domain Generalization Aristotelis Ballas Christos Diou OOD 616 1 0 27 Feb 2025
TAPE: Tailored Posterior Difference for Auditing of Machine Unlearning Weiqi Wang Zhiyi Tian An Liu Shui Yu 114 1 0 27 Feb 2025
Balanced Rate-Distortion Optimization in Learned Image Compression Yichi Zhang Z. Duan Yuning Huang Fengqing Zhu 105 1 0 27 Feb 2025
Scalable Model Merging with Progressive Layer-wise Distillation Jing Xu Jiazheng Li J.N. Zhang MoMe FedML 327 2 0 18 Feb 2025
MaZO: Masked Zeroth-Order Optimization for Multi-Task Fine-Tuning of Large Language Models Zhen Zhang Yue Yang Kai Zhen Nathan Susanj Athanasios Mouchtaris Siegfried Kunzmann Zheng Zhang 103 1 0 17 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 192 5 0 28 Jan 2025
Enhancing Monocular Depth Estimation with Multi-Source Auxiliary Tasks Alessio Quercia Erenus Yildiz Zhuo Cao Kai Krajsek Abigail Morrison Ira Assent Hanno Scharr 112 0 0 22 Jan 2025
Gradient-Based Multi-Objective Deep Learning: Algorithms, Theories, Applications, and Beyond Weiyu Chen Xiaoyuan Zhang Baijiong Lin Xi Lin Han Zhao Qingfu Zhang James T. Kwok 172 5 0 19 Jan 2025
A Tensor Low-Rank Approximation for Value Functions in Multi-Task Reinforcement Learning Sergio Rozada Santiago Paternain J. Bazerque Antonio G. Marques 108 0 0 17 Jan 2025
Transforming Vision Transformer: Towards Efficient Multi-Task Asynchronous Learning Hanwen Zhong Jiaxin Chen Yutong Zhang Di Huang Yunhong Wang MoE 100 0 0 12 Jan 2025
Pareto Set Learning for Multi-Objective Reinforcement Learning Erlong Liu Yu-Chang Wu Xiaobin Huang Chengrui Gao Ren-Jian Wang Ke Xue Chao Qian OffRL 235 2 0 12 Jan 2025
MTPareto: A MultiModal Targeted Pareto Framework for Fake News Detection Kaiying Yan Moyang Liu Yukun Liu Ruibo Fu Zhengqi Wen J. Tao Xuefei Liu Guanjun Li 123 0 0 12 Jan 2025
GeAR: Generation Augmented Retrieval Haoyu Liu Shaohan Huang Jianfeng Liu Yuefeng Zhan H. Sun Weiwei Deng Feng Sun Furu Wei Qi Zhang 84 1 0 06 Jan 2025
Generalized Task-Driven Medical Image Quality Enhancement with Gradient Promotion Dong Zhang Kwang-Ting Cheng MedIm 141 0 0 03 Jan 2025
SM3Det: A Unified Model for Multi-Modal Remote Sensing Object Detection Yuchen Li Xianrui Li Yunheng Li Yanzhe Zhang Yimian Dai Qibin Hou Ming-Ming Cheng Jian Yang 227 7 0 31 Dec 2024
MUNBa: Machine Unlearning via Nash Bargaining Jing Wu Mehrtash Harandi MU 168 5 0 23 Nov 2024
Federated Communication-Efficient Multi-Objective Optimization Baris Askin Pranay Sharma Gauri Joshi Carlee Joe-Wong FedML 284 1 0 21 Oct 2024
Swiss Army Knife: Synergizing Biases in Knowledge from Vision Foundation Models for Multi-Task Learning Yuxiang Lu Shengcao Cao Yu-Xiong Wang 124 1 0 18 Oct 2024
A Parameter Update Balancing Algorithm for Multi-task Ranking Models in Recommendation Systems Jun Yuan Guohao Cai Zhenhua Dong 218 0 0 08 Oct 2024
Dual Cone Gradient Descent for Training Physics-Informed Neural Networks Youngsik Hwang Dong-Young Lim AI4CE 117 3 0 27 Sep 2024
Using dynamic loss weighting to boost improvements in forecast stability Daan Caljon Jeff Vercauteren Simon De Vos Wouter Verbeke Jente Van Belle 118 0 0 26 Sep 2024
MorphoSeg: An Uncertainty-Aware Deep Learning Method for Biomedical Segmentation of Complex Cellular Morphologies Tianhao Zhang Heather J. McCourty Berardo M. Sanchez-Tafolla Anton Nikolaev Lyudmila Mihaylova 73 0 0 25 Sep 2024
ID-Guard: A Universal Framework for Combating Facial Manipulation via Breaking Identification Zuomin Qu Wei Lu Xiangyang Luo Qian Wang Xiaochun Cao AAML PICV 160 1 0 20 Sep 2024
MOST: MR reconstruction Optimization for multiple downStream Tasks via continual learning Hwihun Jeong S. Chun Jongho Lee 68 2 0 16 Sep 2024
Can Optimization Trajectories Explain Multi-Task Transfer? David Mueller Mark Dredze Nicholas Andrews 140 1 0 26 Aug 2024
Pareto Low-Rank Adapters: Efficient Multi-Task Learning with Preferences Nikolaos Dimitriadis Pascal Frossard François Fleuret MoE 253 8 0 10 Jul 2024
Jacobian Descent for Multi-Objective Optimization Pierre Quinton Valérian Rey 95 3 0 23 Jun 2024
Enhancing Domain Adaptation through Prompt Gradient Alignment Hoang Phan Lam C. Tran Quyen Tran Trung Le 182 1 0 13 Jun 2024
MAP: Low-compute Model Merging with Amortized Pareto Fronts via Quadratic Approximation Lu Li Tianze Zhang Zhiqi Bu Suyuchen Wang Huan He Jie Fu Yonghui Wu Jiang Bian Yong Chen Yoshua Bengio FedML MoMe 121 6 0 11 Jun 2024
Differentiation of Multi-objective Data-driven Decision Pipeline Peng Li Lixia Wu Chaoqun Feng Haoyuan Hu Lei Fu Jieping Ye 119 1 0 02 Jun 2024
Few for Many: Tchebycheff Set Scalarization for Many-Objective Optimization Xi Lin Yilu Liu Xiao-Yan Zhang Fei Liu Zhenkun Wang Qingfu Zhang 96 5 0 30 May 2024
Machine Learning-Assisted Thermoelectric Cooling for On-Demand Multi-Hotspot Thermal Management Jiajian Luo Jaeho Lee 53 4 0 20 Apr 2024