Multi-Task Learning as Multi-Objective Optimization

10 October 2018

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

50 / 183 papers shown

Title
BoundarySeg:An Embarrassingly Simple Method To Boost Medical Image Segmentation Performance for Low Data Regimes Tushar Kataria Shireen Elhabian 29 0 0 14 May 2025
CAT Merging: A Training-Free Approach for Resolving Conflicts in Model Merging Wenju Sun Qingyong Li Yangli-ao Geng Boyang Li MoMe 31 0 0 11 May 2025
MTL-UE: Learning to Learn Nothing for Multi-Task Learning Yi Yu Song Xia Siyuan Yang Chenqi Kong Wenhan Yang Shijian Lu Yap-Peng Tan Alex Chichung Kot 46 0 0 08 May 2025
ADD: Physics-Based Motion Imitation with Adversarial Differential Discriminators Ziyu Zhang S. Bashkirov Dun Yang Michael Taylor Xue Bin Peng 38 0 0 08 May 2025
Sparse Ellipsoidal Radial Basis Function Network for Point Cloud Surface Representation Bobo Lian Dandan Wang Chenjian Wu Minxin Chen 3DPC 36 0 0 05 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 28 0 0 03 May 2025
Unsupervised Corpus Poisoning Attacks in Continuous Space for Dense Retrieval Yongkang Li Panagiotis Eustratiadis Simon Lupart Evangelos Kanoulas AAML 48 0 0 24 Apr 2025
HF4Rec: Human-Like Feedback-Driven Optimization Framework for Explainable Recommendation Jiakai Tang Jingsen Zhang Zihang Tian Xueyang Feng Lei Wang Xu Chen OffRL 126 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 ... C. Chen Lianggong Wen Zhang Liu Jiebo Luo Chenliang Xu LRM 32 0 0 04 Apr 2025
Joint Explainability-Performance Optimization With Surrogate Models for AI-Driven Edge Services Foivos Charalampakos Thomas Tsouparopoulos Iordanis Koutsopoulos 49 1 0 10 Mar 2025
Statistical Deficiency for Task Inclusion Estimation Loïc Fosse Frédéric Béchet Benoit Favre Géraldine Damnati Gwénolé Lecorvé Maxime Darrin Philippe Formont Pablo Piantanida 133 0 0 07 Mar 2025
On Generalization Across Environments In Multi-Objective Reinforcement Learning Jayden Teoh Pradeep Varakantham Peter Vamplew OffRL 34 0 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 70 1 0 27 Feb 2025
Gradient-Guided Annealing for Domain Generalization Aristotelis Ballas Christos Diou OOD 155 0 0 27 Feb 2025
Balanced Rate-Distortion Optimization in Learned Image Compression Yichi Zhang Z. Duan Yuning Huang F. Zhu 34 1 0 27 Feb 2025
MaZO: Masked Zeroth-Order Optimization for Multi-Task Fine-Tuning of Large Language Models Zhen Zhang Y. Yang Kai Zhen Nathan Susanj Athanasios Mouchtaris Siegfried Kunzmann Zheng Zhang 54 0 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 36 2 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 51 0 0 22 Jan 2025
A Tensor Low-Rank Approximation for Value Functions in Multi-Task Reinforcement Learning Sergio Rozada Santiago Paternain J. Bazerque Antonio G. Marques 69 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 42 0 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 36 0 0 12 Jan 2025
Generalized Task-Driven Medical Image Quality Enhancement with Gradient Promotion Dong Zhang Kwang-Ting Cheng MedIm 20 0 0 03 Jan 2025
MUNBa: Machine Unlearning via Nash Bargaining Jing Wu Mehrtash Harandi MU 71 3 0 23 Nov 2024
Federated Communication-Efficient Multi-Objective Optimization Baris Askin Pranay Sharma Gauri Joshi Carlee Joe-Wong FedML 64 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 49 1 0 18 Oct 2024
Stylistic Multi-Task Analysis of Ukiyo-e Woodblock Prints Selina Khan Nanne van Noord 46 4 0 16 Oct 2024
A Parameter Update Balancing Algorithm for Multi-task Ranking Models in Recommendation Systems Jun Yuan Guohao Cai Zhenhua Dong 23 0 0 08 Oct 2024
Dual Cone Gradient Descent for Training Physics-Informed Neural Networks Youngsik Hwang Dong-Young Lim AI4CE 30 2 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 37 0 0 26 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 77 1 0 20 Sep 2024
MOST: MR reconstruction Optimization for multiple downStream Tasks via continual learning Hwihun Jeong S. Chun Jongho Lee 36 2 0 16 Sep 2024
Can Optimization Trajectories Explain Multi-Task Transfer? David Mueller Mark Dredze Nicholas Andrews 55 1 0 26 Aug 2024
Pareto Low-Rank Adapters: Efficient Multi-Task Learning with Preferences Nikolaos Dimitriadis Pascal Frossard F. Fleuret MoE 61 6 0 10 Jul 2024
Enhancing Domain Adaptation through Prompt Gradient Alignment Hoang Phan Lam C. Tran Quyen Tran Trung Le 52 0 0 13 Jun 2024
MAP: Low-compute Model Merging with Amortized Pareto Fronts via Quadratic Approximation Lu Li T. Zhang Zhiqi Bu Suyuchen Wang Huan He Jie Fu Yonghui Wu Jiang Bian Yong Chen Yoshua Bengio FedML MoMe 94 3 0 11 Jun 2024
Reducing Spatial Discretization Error on Coarse CFD Simulations Using an OpenFOAM-Embedded Deep Learning Framework Jesus Gonzalez-Sieiro David Pardo Vincenzo Nava V. M. Calo Markus Towara AI4CE 32 1 0 13 May 2024
Machine Learning-Assisted Thermoelectric Cooling for On-Demand Multi-Hotspot Thermal Management Jiajian Luo Jaeho Lee 31 3 0 20 Apr 2024
Evolutionary Preference Sampling for Pareto Set Learning Rongguang Ye Longcan Chen Jinyuan Zhang H. Ishibuchi 27 3 0 12 Apr 2024
Multi-Task Learning for Lung sound & Lung disease classification V. SumaK. Deepali Koppad Preethi Kumar Neha A Kantikar Surabhi Ramesh 24 1 0 05 Apr 2024
M-HOF-Opt: Multi-Objective Hierarchical Output Feedback Optimization via Multiplier Induced Loss Landscape Scheduling Xudong Sun Nutan Chen Alexej Gossmann Yu Xing Carla Feistner ... Felix Drost Daniele Scarcella Lisa Beer Carsten Marr Carsten Marr 59 1 0 20 Mar 2024
CoTBal: Comprehensive Task Balancing for Multi-Task Visual Instruction Tuning Yanqi Dai Dong Jing Nanyi Fei Zhiwu Lu Nanyi Fei Guoxing Yang Zhiwu Lu 53 3 0 07 Mar 2024
Multi-objective Differentiable Neural Architecture Search R. Sukthanker Arber Zela B. Staffler Samuel Dooley Josif Grabocka Frank Hutter 40 1 0 28 Feb 2024
MORL-Prompt: An Empirical Analysis of Multi-Objective Reinforcement Learning for Discrete Prompt Optimization Yasaman Jafari Dheeraj Mekala Rose Yu Taylor Berg-Kirkpatrick 53 7 0 18 Feb 2024
Adaptive multi-gradient methods for quasiconvex vector optimization and applications to multi-task learning Nguyen Anh Minh L. Muu Tran Ngoc Thang 16 0 0 09 Feb 2024
Data-efficient Large Vision Models through Sequential Autoregression Jianyuan Guo Zhiwei Hao Chengcheng Wang Yehui Tang Han Wu Han Hu Kai Han Chang Xu VLM 38 10 0 07 Feb 2024
Robust Analysis of Multi-Task Learning Efficiency: New Benchmarks on Light-Weighed Backbones and Effective Measurement of Multi-Task Learning Challenges by Feature Disentanglement Dayou Mao Yuhao Chen Yifan Wu Maximilian Gilles Alexander Wong AAML 35 0 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
A Hyper-Transformer model for Controllable Pareto Front Learning with Split Feasibility Constraints Tran Anh Tuan Nguyen Viet Dung Tran Ngoc Thang 31 3 0 04 Feb 2024
When Large Language Models Meet Evolutionary Algorithms: Potential Enhancements and Challenges Wang Chao Jiaxuan Zhao Licheng Jiao Lingling Li Fang Liu Shuyuan Yang 64 13 0 19 Jan 2024
A First-Order Multi-Gradient Algorithm for Multi-Objective Bi-Level Optimization Feiyang Ye Baijiong Lin Xiao-Qun Cao Yu Zhang Ivor Tsang 47 6 0 17 Jan 2024