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Gradient Surgery for Multi-Task Learning

19 January 2020

Abhishek Gupta

Papers citing "Gradient Surgery for Multi-Task Learning"

50 / 689 papers shown

Title
Curbing Task Interference using Representation Similarity-Guided Multi-Task Feature Sharing Naresh Gurulingan Elahe Arani Bahram Zonooz 96 2 0 19 Aug 2022
Personalizing Intervened Network for Long-tailed Sequential User Behavior Modeling Zheqi Lv Feng Wang Shengyu Zhang Kun Kuang Hongxia Yang Leilei Gan 76 8 0 19 Aug 2022
Exploring the trade off between human driving imitation and safety for traffic simulation Yann Koeberle S. Sabatini D. Tsishkou C. Sabourin 71 5 0 09 Aug 2022
Curvature-informed multi-task learning for graph networks Alexander New M. Pekala Nam Q. Le Janna Domenico C. Piatko Christopher D. Stiles 81 4 0 02 Aug 2022
Improving Test-Time Adaptation via Shift-agnostic Weight Regularization and Nearest Source Prototypes Sungha Choi Seunghan Yang Seokeon Choi Sungrack Yun TTA OOD 107 74 0 24 Jul 2022
UFO: Unified Feature Optimization Teng Xi Yifan Sun Deli Yu Bi Li Nan Peng ... Haocheng Feng Junyu Han Jingtuo Liu Errui Ding Jingdong Wang 117 11 0 21 Jul 2022
Learning Action Translator for Meta Reinforcement Learning on Sparse-Reward Tasks Yijie Guo Qiucheng Wu Honglak Lee OffRL 135 8 0 19 Jul 2022
Eliminating Gradient Conflict in Reference-based Line-Art Colorization Zekun Li Zhengyang Geng Zhao Kang Wenyu Chen Jianlong Wu 167 42 0 13 Jul 2022
RobustAnalog: Fast Variation-Aware Analog Circuit Design Via Multi-task RL Wei Shi Hanrui Wang Jiaqi Gu Mingjie Liu David Z. Pan Song Han Nan Sun 115 17 0 13 Jul 2022
HLT-MT: High-resource Language-specific Training for Multilingual Neural Machine Translation Jian Yang Yuwei Yin Shuming Ma Dongdong Zhang Zhoujun Li Furu Wei 99 10 0 11 Jul 2022
Don't Start From Scratch: Leveraging Prior Data to Automate Robotic Reinforcement Learning Homer Walke Jonathan Yang Albert Yu Aviral Kumar Jedrzej Orbik Avi Singh Sergey Levine OffRL OnRL 132 33 0 11 Jul 2022
Smart Multi-tenant Federated Learning Weiming Zhuang Yonggang Wen Shuai Zhang FedML 125 2 0 09 Jul 2022
Saliency-Regularized Deep Multi-Task Learning Guangji Bai Liang Zhao 104 12 0 03 Jul 2022
A Theoretical Analysis of the Learning Dynamics under Class Imbalance Emanuele Francazi Marco Baity-Jesi Aurelien Lucchi 112 20 0 01 Jul 2022
Improving Policy Optimization with Generalist-Specialist Learning Zhiwei Jia Xuanlin Li Z. Ling Shuang Liu Yiran Wu H. Su OffRL 109 29 0 26 Jun 2022
Noise-aware Physics-informed Machine Learning for Robust PDE Discovery Pongpisit Thanasutives Takeshi Morita M. Numao Ken-ichi Fukui PINN AI4CE 156 22 0 26 Jun 2022
Value-Consistent Representation Learning for Data-Efficient Reinforcement Learning Yang Yue Bingyi Kang Zhongwen Xu Gao Huang Shuicheng Yan OffRL 121 15 0 25 Jun 2022
Value Function Decomposition for Iterative Design of Reinforcement Learning Agents J. MacGlashan Evan Archer A. Devlic Takuma Seno Craig Sherstan Peter R. Wurman AI PeterStoneSony 90 8 0 24 Jun 2022
Dynamic Restrained Uncertainty Weighting Loss for Multitask Learning of Vocal Expression Meishu Song Zijiang Yang Andreas Triantafyllopoulos Xin Jing Vincent Karas Xie Jiangjian Zixing Zhang Yamamoto Yoshiharu Bjoern W. Schuller 118 6 0 22 Jun 2022
MineDojo: Building Open-Ended Embodied Agents with Internet-Scale Knowledge Linxi Fan Guanzhi Wang Yunfan Jiang Ajay Mandlekar Yuncong Yang Haoyi Zhu Andrew Tang De-An Huang Yuke Zhu Anima Anandkumar LM&Ro 209 429 0 17 Jun 2022
Switchable Representation Learning Framework with Self-compatibility Shengsen Wu Yan Bai Yihang Lou Xiongkun Linghu Jianzhong He Ling-yu Duan 147 1 0 16 Jun 2022
Contrastive Learning as Goal-Conditioned Reinforcement Learning Benjamin Eysenbach Tianjun Zhang Ruslan Salakhutdinov Sergey Levine SSL OffRL 179 179 0 15 Jun 2022
Uni-Perceiver-MoE: Learning Sparse Generalist Models with Conditional MoEs Jinguo Zhu Xizhou Zhu Wenhai Wang Xiaohua Wang Hongsheng Li Xiaogang Wang Jifeng Dai MoMe MoE 151 76 0 09 Jun 2022
Mitigating Modality Collapse in Multimodal VAEs via Impartial Optimization Adrián Javaloy Maryam Meghdadi Isabel Valera 115 32 0 09 Jun 2022
Modularized Transfer Learning with Multiple Knowledge Graphs for Zero-shot Commonsense Reasoning Yu Jin Kim Beong-woo Kwak Youngwook Kim Reinald Kim Amplayo Seung-won Hwang Jinyoung Yeo LRM 98 15 0 08 Jun 2022
Efficient Scheduling of Data Augmentation for Deep Reinforcement Learning Byungchan Ko Jungseul Ok OnRL 162 5 0 01 Jun 2022
Prompt-aligned Gradient for Prompt Tuning B. Zhu Yulei Niu Yucheng Han Yuehua Wu Hanwang Zhang VLM 413 349 0 30 May 2022
Task-Agnostic Continual Reinforcement Learning: Gaining Insights and Overcoming Challenges Massimo Caccia Jonas W. Mueller Taesup Kim Laurent Charlin Rasool Fakoor CLL 156 10 0 28 May 2022
An Evolutionary Approach to Dynamic Introduction of Tasks in Large-scale Multitask Learning Systems Andrea Gesmundo J. Dean 234 25 0 25 May 2022
muNet: Evolving Pretrained Deep Neural Networks into Scalable Auto-tuning Multitask Systems Andrea Gesmundo J. Dean 134 20 0 22 May 2022
All Birds with One Stone: Multi-task Text Classification for Efficient Inference with One Forward Pass Jiaxin Huang Tianqi Liu Jialu Liu Á. Lelkes Cong Yu Jiawei Han 89 1 0 22 May 2022
Improving Multi-Task Generalization via Regularizing Spurious Correlation Ziniu Hu Zhe Zhao Xinyang Yi Tiansheng Yao Lichan Hong Luke Huan Ed H. Chi OOD LRM 177 32 0 19 May 2022
BEVerse: Unified Perception and Prediction in Birds-Eye-View for Vision-Centric Autonomous Driving Yunpeng Zhang Zheng Hua Zhu Wenzhao Zheng Junjie Huang Guan Huang Jie Zhou Jiwen Lu 150 219 0 19 May 2022
Policy Distillation with Selective Input Gradient Regularization for Efficient Interpretability Jinwei Xing Takashi Nagata Xinyun Zou Emre Neftci J. Krichmar AAML 70 4 0 18 May 2022
FETA: A Benchmark for Few-Sample Task Transfer in Open-Domain Dialogue Alon Albalak Yi-Lin Tuan Pegah Jandaghi Connor Pryor Luke Yoffe Deepak Ramachandran Lise Getoor Jay Pujara William Yang Wang 95 14 0 12 May 2022
Scheduled Multi-task Learning for Neural Chat Translation Yunlong Liang Fandong Meng Jinan Xu Jinan Xu Jie Zhou 97 13 0 08 May 2022
Multitask AET with Orthogonal Tangent Regularity for Dark Object Detection Ziteng Cui Guo-Jun Qi Lin Gu Shaodi You Zenghui Zhang Tatsuya Harada ViT 142 107 0 06 May 2022
Explaining the Effectiveness of Multi-Task Learning for Efficient Knowledge Extraction from Spine MRI Reports Arijit Sehanobish M. Sandora Nabila Abraham Jayashri Pawar Danielle Torres Anasuya Das M. Becker Richard Herzog Benjamin Odry Ron Vianu 98 3 0 06 May 2022
Jack and Masters of all Trades: One-Pass Learning Sets of Model Sets From Large Pre-Trained Models Han Xiang Choong Yew-Soon Ong Abhishek Gupta Caishun Chen Ray Lim 88 6 0 02 May 2022
Unsupervised Reinforcement Learning for Transferable Manipulation Skill Discovery Daesol Cho Jigang Kim H. J. Kim OffRL SSL 142 17 0 29 Apr 2022
Por Qué Não Utiliser Alla Språk? Mixed Training with Gradient Optimization in Few-Shot Cross-Lingual Transfer Haoran Xu Kenton W. Murray 96 12 0 29 Apr 2022
Universal Representations: A Unified Look at Multiple Task and Domain Learning Wei-Hong Li Xialei Liu Hakan Bilen SSL OOD 149 30 0 06 Apr 2022
Robust Disentangled Variational Speech Representation Learning for Zero-shot Voice Conversion Jiachen Lian Chunlei Zhang Dong Yu DRL 80 53 0 30 Mar 2022
Controllable Dynamic Multi-Task Architectures Dripta S. Raychaudhuri Yumin Suh S. Schulter Xiang Yu M. Faraki Amit K. Roy-Chowdhury Manmohan Chandraker 100 35 0 28 Mar 2022
Modular Adaptive Policy Selection for Multi-Task Imitation Learning through Task Division Dafni Antotsiou C. Ciliberto Tae-Kyun Kim 77 3 0 28 Mar 2022
Doodle It Yourself: Class Incremental Learning by Drawing a Few Sketches A. Bhunia Viswanatha Reddy Gajjala Subhadeep Koley Rohit Kundu Aneeshan Sain Tao Xiang Yi-Zhe Song CLL 130 31 0 28 Mar 2022
LibMTL: A Python Library for Multi-Task Learning Xiaoyuan Zhang Yu Zhang OffRL AI4CE 88 41 0 27 Mar 2022
X-Learner: Learning Cross Sources and Tasks for Universal Visual Representation Yinan He Gengshi Huang Siyu Chen Jianing Teng Wang Kun Zhen-fei Yin Lu Sheng Ziwei Liu Yu Qiao Jing Shao VLM SSL ViT 121 7 0 16 Mar 2022
Patch-Fool: Are Vision Transformers Always Robust Against Adversarial Perturbations? Y. Fu Shunyao Zhang Shan-Hung Wu Cheng Wan Yingyan Lin AAML 187 71 0 16 Mar 2022
Switch Trajectory Transformer with Distributional Value Approximation for Multi-Task Reinforcement Learning Qinjie Lin Han Liu B. Sengupta OffRL 90 12 0 14 Mar 2022