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Gradient Surgery for Multi-Task Learning

19 January 2020

Abhishek Gupta

Papers citing "Gradient Surgery for Multi-Task Learning"

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Title
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 108 0 0 29 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 144 3 0 29 May 2025
Rethinking Data Mixture for Large Language Models: A Comprehensive Survey and New Perspectives Yajiao Liu Congliang Chen Junchi Yang Ruoyu Sun MoMe 88 0 0 27 May 2025
Unlocking the Power of Diffusion Models in Sequential Recommendation: A Simple and Effective Approach Jialei Chen Yuanbo Xu Yiheng Jiang 50 1 0 26 May 2025
GRAPE: Optimize Data Mixture for Group Robust Multi-target Adaptive Pretraining Simin Fan Maria Ios Glarou Martin Jaggi VLM 149 0 0 26 May 2025
Multiple Wasserstein Gradient Descent Algorithm for Multi-Objective Distributional Optimization Dai Hai Nguyen Hiroshi Mamitsuka Atsuyoshi Nakamura 120 0 0 24 May 2025
MDVT: Enhancing Multimodal Recommendation with Model-Agnostic Multimodal-Driven Virtual Triplets Jinfeng Xu Zheyu Chen Jinze Li Shuo Yang Hewei Wang Yijie Li Mengran Li Puzhen Wu Edith C. H. Ngai 72 5 0 22 May 2025
Joint Flashback Adaptation for Forgetting-Resistant Instruction Tuning Yukun Zhao Lingyong Yan Zhenyang Li Shuaiqiang Wang Zhumin Chen Zhaochun Ren Dawei Yin CLL KELM VLM LRM 122 0 0 21 May 2025
HBO: Hierarchical Balancing Optimization for Fine-Tuning Large Language Models Weixuan Wang Minghao Wu Barry Haddow Alexandra Birch 203 0 0 18 May 2025
CCD: Continual Consistency Diffusion for Lifelong Generative Modeling Jingren Liu Shuning Xu Yun Wang Zhong Ji Xiangyu Chen DiffM 123 1 0 17 May 2025
Meta-World+: An Improved, Standardized, RL Benchmark Reginald McLean Evangelos Chatzaroulas Luc McCutcheon Frank Röder Tianhe Yu ... Ryan Julian Jordan Terry Isaac Woungang Nariman Farsad Pablo Samuel Castro OffRL 107 1 0 16 May 2025
Uniform Loss vs. Specialized Optimization: A Comparative Analysis in Multi-Task Learning Gabriel S. Gama Valdir Grassi Jr MoMe 167 0 0 15 May 2025
JointDistill: Adaptive Multi-Task Distillation for Joint Depth Estimation and Scene Segmentation Tiancong Cheng Ying Zhang Yuxuan Liang Roger Zimmermann Zhiwen Yu Bin Guo VLM 84 0 0 15 May 2025
BoundarySeg:An Embarrassingly Simple Method To Boost Medical Image Segmentation Performance for Low Data Regimes Tushar Kataria Shireen Y. Elhabian 168 0 0 14 May 2025
MoKD: Multi-Task Optimization for Knowledge Distillation Zeeshan Hayder A. Cheraghian Lars Petersson Mehrtash Harandi VLM 200 0 0 13 May 2025
$Simple Semi-supervised Knowledge Distillation from Vision-Language Models via $\mathbf{\texttt{D}}$ual-$\mathbf{\texttt{H}}$ead $\mathbf{\texttt{O}}$ptimization$ Simple Semi-supervised Knowledge Distillation from Vision-Language Models via $\mathbf{\texttt{D}}$ ual- $\mathbf{\texttt{H}}$ ead $\mathbf{\texttt{O}}$ ptimization Seongjae Kang Dong Bok Lee Hyungjoon Jang Sung Ju Hwang VLM 145 1 0 12 May 2025
Constant-Memory Strategies in Stochastic Games: Best Responses and Equilibria Fengming Zhu Fangzhen Lin 97 0 0 11 May 2025
Dynamic Domain Information Modulation Algorithm for Multi-domain Sentiment Analysis Chunyi Yue Ang Li 97 0 0 10 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 163 2 0 08 May 2025
Flow Models for Unbounded and Geometry-Aware Distributional Reinforcement Learning Simo Alami C. Rim Kaddah Jesse Read Marie-Paule Cani 150 0 0 07 May 2025
Importance Analysis for Dynamic Control of Balancing Parameter in a Simple Knowledge Distillation Setting Seongmin Kim Kwanho Kim Minseung Kim Kanghyun Jo 74 0 0 06 May 2025
Adaptive Helpfulness-Harmlessness Alignment with Preference Vectors Ren-Wei Liang Chin-Ting Hsu Chan-Hung Yu Saransh Agrawal Shih-Cheng Huang Shang-Tse Chen Kuan-Hao Huang Shao-Hua Sun 214 0 0 27 Apr 2025
Reliable and Efficient Inverse Analysis using Physics-Informed Neural Networks with Distance Functions and Adaptive Weight Tuning Shota Deguchi Mitsuteru Asai PINN AI4CE 306 0 0 25 Apr 2025
Modality Reliability Guided Multimodal Recommendation Xue Dong Xuemeng Song Na Zheng Sicheng Zhao Guiguang Ding NoLa 105 0 0 23 Apr 2025
AdaViP: Aligning Multi-modal LLMs via Adaptive Vision-enhanced Preference Optimization Jinda Lu Jinghan Li Yuan Gao Junkang Wu Jiancan Wu Xiang Wang Xiangnan He 559 1 0 22 Apr 2025
CSMF: Cascaded Selective Mask Fine-Tuning for Multi-Objective Embedding-Based Retrieval Hao Deng Haibo Xing Kanefumi Matsuyama Moyu Zhang Jinxin Hu Hong Wen Yu Zhang Xiaoyi Zeng Jing-Xuan Zhang 107 1 0 17 Apr 2025
Learning Compatible Multi-Prize Subnetworks for Asymmetric Retrieval Yushuai Sun Zikun Zhou D. Jiang Yaowei Wang Jun Yu Guangming Lu Wenjie Pei 101 0 0 16 Apr 2025
ACMamba: Fast Unsupervised Anomaly Detection via An Asymmetrical Consensus State Space Model Guanchun Wang Xiangrong Zhang Yifei Zhang Zelin Peng Tianyang Zhang Xu Tang Licheng Jiao Mamba 147 0 0 16 Apr 2025
How Instruction and Reasoning Data shape Post-Training: Data Quality through the Lens of Layer-wise Gradients Ming Li Yongqian Li Ziyue Li Tianyi Zhou LRM 119 5 0 14 Apr 2025
Learning Optimal Prompt Ensemble for Multi-source Visual Prompt Transfer Enming Zhang Liwen Cao Yanru Wu Zijie Zhao Guan Wang 290 0 0 09 Apr 2025
xMTF: A Formula-Free Model for Reinforcement-Learning-Based Multi-Task Fusion in Recommender Systems Yang Cao Changhao Zhang Xiaoshuang Chen Kaiqiao Zhan Ben Wang 90 2 0 08 Apr 2025
Deep Learning for Double Auction Jiayin Liu Chenglong Zhang 96 0 0 07 Apr 2025
CONGRAD:Conflicting Gradient Filtering for Multilingual Preference Alignment Jiangnan Li Thuy-Trang Vu Christian Herold Amirhossein Tebbifakhr Shahram Khadivi Gholamreza Haffari 267 0 0 31 Mar 2025
Parental Guidance: Efficient Lifelong Learning through Evolutionary Distillation Octi Zhang Quanquan Peng Rosario Scalise Bryon Boots 139 0 0 24 Mar 2025
Reinforcement Learning in Switching Non-Stationary Markov Decision Processes: Algorithms and Convergence Analysis Mohsen Amiri Sindri Magnússon 115 0 0 24 Mar 2025
Preference-Guided Diffusion for Multi-Objective Offline Optimization Yashas Annadani Syrine Belakaria Stefano Ermon Stefan Bauer Barbara Engelhardt 105 1 0 21 Mar 2025
Offline Model-Based Optimization: Comprehensive Review Minsu Kim Jiayao Gu Ye Yuan Taeyoung Yun Ziqiang Liu Yoshua Bengio Can Chen OffRL 163 5 0 21 Mar 2025
See-Saw Modality Balance: See Gradient, and Sew Impaired Vision-Language Balance to Mitigate Dominant Modality Bias Junehyoung Kwon Mihyeon Kim Eunju Lee Juhwan Choi Youngbin Kim 121 0 0 18 Mar 2025
Injecting Imbalance Sensitivity for Multi-Task Learning Zhipeng Zhou Liu Liu Peilin Zhao Wei Gong 115 0 0 11 Mar 2025
Statistical Deficiency for Task Inclusion Estimation Loïc Fosse Frédéric Béchet Benoit Favre Géraldine Damnati Gwénolé Lecorvé Maxime Darrin Philippe Formont Pablo Piantanida 690 1 0 07 Mar 2025
Multi-Task Reinforcement Learning Enables Parameter Scaling Reginald McLean Evangelos Chataroulas Jordan Terry Isaac Woungang Nariman Farsad Pablo Samuel Castro LRM 198 2 0 07 Mar 2025
SplatPose: Geometry-Aware 6-DoF Pose Estimation from Single RGB Image via 3D Gaussian Splatting Linqi Yang Xiongwei Zhao Qihao Sun Ke Wang Ao Chen Peng Kang 3DGS 171 2 0 07 Mar 2025
An Information-theoretic Multi-task Representation Learning Framework for Natural Language Understanding Dou Hu Lingwei Wei Wei Zhou Songlin Hu 150 0 0 06 Mar 2025
Knowledge Retention for Continual Model-Based Reinforcement Learning Yixiang Sun Haotian Fu M. L. Littman George Konidaris OffRL CLL VLM 178 0 0 06 Mar 2025
Continual Optimization with Symmetry Teleportation for Multi-Task Learning Zhipeng Zhou Ziqiao Meng Pengcheng Wu Peilin Zhao Chunyan Miao 99 0 0 06 Mar 2025
Visualising Policy-Reward Interplay to Inform Zeroth-Order Preference Optimisation of Large Language Models Alessio Galatolo Zhenbang Dai Katie Winkle Meriem Beloucif 131 0 0 05 Mar 2025
DoraCycle: Domain-Oriented Adaptation of Unified Generative Model in Multimodal Cycles Rui Zhao Weijia Mao Mike Zheng Shou 153 2 0 05 Mar 2025
Gradient Deconfliction via Orthogonal Projections onto Subspaces For Multi-task Learning Shijie Zhu Hui Zhao Tianshu Wu Pengjie Wang Hongbo Deng Jian Xu Bo Zheng 154 1 0 05 Mar 2025
Go Beyond Your Means: Unlearning with Per-Sample Gradient Orthogonalization Aviv Shamsian E. Shaar Aviv Navon Gal Chechik Ethan Fetaya MU 173 0 0 04 Mar 2025
From Understanding the World to Intervening in It: A Unified Multi-Scale Framework for Embodied Cognition Maijunxian Wang 102 0 0 02 Mar 2025