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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
Evolutionary Preference Sampling for Pareto Set Learning Rongguang Ye Longcan Chen Jinyuan Zhang H. Ishibuchi 95 3 0 12 Apr 2024
GO4Align: Group Optimization for Multi-Task Alignment Jiayi Shen Cheems Wang Zehao Xiao Nanne van Noord M. Worring 93 5 0 09 Apr 2024
FastCAR: Fast Classification And Regression Multi-Task Learning via Task Consolidation for Modelling a Continuous Property Variable of Object Classes Anoop Kini A. Jansche T. Bernthaler Gerhard Schneider 52 0 0 26 Mar 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 104 1 0 20 Mar 2024
SwinMTL: A Shared Architecture for Simultaneous Depth Estimation and Semantic Segmentation from Monocular Camera Images Pardis Taghavi Reza Langari Gaurav Pandey MDE ViT 107 6 0 15 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 110 3 0 07 Mar 2024
Pareto-Optimal Estimation and Policy Learning on Short-term and Long-term Treatment Effects Yingrong Wang Anpeng Wu Haoxuan Li Weiming Liu Qiaowei Miao Ruoxuan Xiong Leilei Gan Kun Kuang 84 0 0 05 Mar 2024
Multi-objective Differentiable Neural Architecture Search R. Sukthanker Arber Zela B. Staffler Samuel Dooley Josif Grabocka Frank Hutter 161 1 0 28 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 106 10 0 07 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 96 0 0 05 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 131 12 0 19 Jan 2024
Scissorhands: Scrub Data Influence via Connection Sensitivity in Networks Jing Wu Mehrtash Harandi 105 17 0 11 Jan 2024
Long-Tailed Learning as Multi-Objective Optimization Weiqi Li Fan Lyu Fanhua Shang Liang Wan Wei Feng 93 4 0 31 Oct 2023
Mitigate Domain Shift by Primary-Auxiliary Objectives Association for Generalizing Person ReID Qilei Li Shaogang Gong 75 4 0 24 Oct 2023
Transformer-based Multimodal Change Detection with Multitask Consistency Constraints Biyuan Liu Huaixin Chen Kun Li Michael Ying Yang 75 16 0 13 Oct 2023
MORPH: Design Co-optimization with Reinforcement Learning via a Differentiable Hardware Model Proxy Zhanpeng He Hanze Dong 53 5 0 29 Sep 2023
Pareto Invariant Representation Learning for Multimedia Recommendation Shanshan Huang Haoxuan Li Qingsong Li Chunyuan Zheng Li Liu CML 94 12 0 09 Aug 2023
Mitigating Task Interference in Multi-Task Learning via Explicit Task Routing with Non-Learnable Primitives Chuntao Ding Zhichao Lu Shangguang Wang Ran Cheng Vishnu Boddeti MoMe 91 21 0 03 Aug 2023
Learning Task-preferred Inference Routes for Gradient De-conflict in Multi-output DNNs Yi Sun Xin Xu Jiaqiang Li Xiaochang Hu Yifei Shi L. Zeng 221 2 0 31 May 2023
Multi-objective optimisation via the R2 utilities Ben Tu N. Kantas Robert M. Lee B. Shafei 446 3 0 19 May 2023
iLab at SemEval-2023 Task 11 Le-Wi-Di: Modelling Disagreement or Modelling Perspectives? Nikolas Vitsakis Amit Parekh Tanvi Dinkar Gavin Abercrombie Ioannis Konstas Verena Rieser 98 10 0 10 May 2023
Neuralizer: General Neuroimage Analysis without Re-Training Steffen Czolbe H. Dickinson OOD 147 16 0 04 May 2023
Generating Adversarial Examples with Task Oriented Multi-Objective Optimization Anh-Vu Bui Trung Le He Zhao Quan Hung Tran Paul Montague Dinh Q. Phung AAML 66 0 0 26 Apr 2023
MAWSEO: Adversarial Wiki Search Poisoning for Illicit Online Promotion Zilong Lin Zhengyi Li Xiaojing Liao Xiaofeng Wang Xiaozhong Liu AAML 58 10 0 22 Apr 2023
UniverSeg: Universal Medical Image Segmentation V. Butoi Jose Javier Gonzalez Ortiz Tianyu Ma M. Sabuncu John Guttag Adrian Dalca 92 87 0 12 Apr 2023
Development of a deep learning-based tool to assist wound classification Po-Hsuan Huang Yi-Hsiang Pan Ying-Sheng Luo Yi-Fan Chen Y. Lo Trista Pei-chun Chen C. Perng VLM 45 15 0 29 Mar 2023
Disguise without Disruption: Utility-Preserving Face De-Identification Zikui Cai Zhongpai Gao Benjamin Planche Meng Zheng Terrence Chen M. Salman Asif Ziyan Wu PICV 68 9 0 23 Mar 2023
Generative Semantic Segmentation Jia-Qing Chen Jiachen Lu Xiatian Zhu Li Zhang GAN ISeg VLM 77 40 0 20 Mar 2023
Relational Multi-Task Learning: Modeling Relations between Data and Tasks Kaidi Cao Jiaxuan You J. Leskovec 59 17 0 14 Mar 2023
HumanBench: Towards General Human-centric Perception with Projector Assisted Pretraining Shixiang Tang Cheng Chen Qingsong Xie Meilin Chen Yizhou Wang ... Feng Zhu Haiyang Yang Li Yi Rui Zhao Wanli Ouyang VLM 105 36 0 10 Mar 2023
Drugs Resistance Analysis from Scarce Health Records via Multi-task Graph Representation Honglin Shu Pei Gao Lingwei Zhu Zheng Chen 47 2 0 22 Feb 2023
PINN Training using Biobjective Optimization: The Trade-off between Data Loss and Residual Loss Fabian Heldmann Sarah Treibert Matthias Ehrhardt K. Klamroth 79 22 0 03 Feb 2023
Two-Stage Constrained Actor-Critic for Short Video Recommendation Qingpeng Cai Zhenghai Xue Chi Zhang Wanqi Xue Shuchang Liu ... Tianyou Zuo Wentao Xie Dong Zheng Peng Jiang Kun Gai OffRL CML 75 44 0 03 Feb 2023
Auxiliary Learning as an Asymmetric Bargaining Game Aviv Shamsian Aviv Navon Neta Glazer Kenji Kawaguchi Gal Chechik Ethan Fetaya 85 8 0 31 Jan 2023
GDOD: Effective Gradient Descent using Orthogonal Decomposition for Multi-Task Learning Xin Dong Ruize Wu Chao Xiong Hai Li Lei Cheng Yong He Shiyou Qian Jian Cao Linjian Mo 78 5 0 31 Jan 2023
Regularising disparity estimation via multi task learning with structured light reconstruction Alistair Weld João Cartucho Chi Xu Joseph Davids Stamatia Giannarou 3DV 59 4 0 19 Jan 2023
A Constrained-Optimization Approach to the Execution of Prioritized Stacks of Learned Multi-Robot Tasks Gennaro Notomista 64 2 0 13 Jan 2023
Task Weighting in Meta-learning with Trajectory Optimisation Cuong C. Nguyen Thanh-Toan Do G. Carneiro 75 3 0 04 Jan 2023
PanDepth: Joint Panoptic Segmentation and Depth Completion J. Lagos Esa Rahtu 3DPC VLM 77 1 0 29 Dec 2022
Differentiable Search of Accurate and Robust Architectures Yuwei Ou Xiangning Xie Shan Gao Yanan Sun Kay Chen Tan Jiancheng Lv OOD AAML 67 2 0 28 Dec 2022
Reversible Column Networks Yuxuan Cai Yi Zhou Qi Han Jianjian Sun Xiangwen Kong Jun Yu Li Xiangyu Zhang VLM 92 59 0 22 Dec 2022
Leveraging Road Area Semantic Segmentation with Auxiliary Steering Task Jyri Maanpää Iaroslav Melekhov Josef Taher P. Manninen Juha Hyyppa LLMSV 89 1 0 19 Dec 2022
Do Text-to-Text Multi-Task Learners Suffer from Task Conflict? David Mueller Nicholas Andrews Mark Dredze 102 7 0 13 Dec 2022
Distantly-Supervised Named Entity Recognition with Adaptive Teacher Learning and Fine-grained Student Ensemble Xiaoye Qu Jun Zeng Daizong Liu Zhefeng Wang Baoxing Huai Pan Zhou 76 22 0 13 Dec 2022
Vertical Layering of Quantized Neural Networks for Heterogeneous Inference Hai Wu Ruifei He Hao Hao Tan Xiaojuan Qi Kaibin Huang MQ 79 2 0 10 Dec 2022
MEDIAR: Harmony of Data-Centric and Model-Centric for Multi-Modality Microscopy Gihun Lee Sangmook Kim Joonkee Kim Se-Young Yun MedIm 63 20 0 07 Dec 2022
Neural Machine Translation with Contrastive Translation Memories Xin Cheng Shen Gao Lemao Liu Dongyan Zhao Rui Yan 86 18 0 06 Dec 2022
Improving Pareto Front Learning via Multi-Sample Hypernetworks L. P. Hoang Dung D. Le Tuan A. Tran Thang Tran Ngoc 135 27 0 02 Dec 2022
Multi-Task Learning of Object State Changes from Uncurated Videos Tomávs Souvcek Jean-Baptiste Alayrac Antoine Miech Ivan Laptev Josef Sivic 99 11 0 24 Nov 2022
Improving Multi-task Learning via Seeking Task-based Flat Regions Hoang Phan Lam C. Tran Ngoc N. Tran Nhat Ho Tuan Truong Qi Lei Nhat Ho Dinh Q. Phung Trung Le 209 11 0 24 Nov 2022