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Gradient Surgery for Multi-Task Learning

Neural Information Processing Systems (NeurIPS), 2020

19 January 2020

Abhishek Gupta

ArXiv (abs)PDF HTML HuggingFace (1 upvotes)

Papers citing "Gradient Surgery for Multi-Task Learning"

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Title
Improving Unlearning with Model Updates Probably Aligned with Gradients Virgile Dine Teddy Furon Charly Faure MU 12 0 0 04 Nov 2025
KFCPO: Kronecker-Factored Approximated Constrained Policy Optimization Joonyoung Lim Younghwan Yoo 0 0 0 02 Nov 2025
SplitFlow: Flow Decomposition for Inversion-Free Text-to-Image Editing Sung-Hoon Yoon Minghan Li Gaspard Beaudouin Congcong Wen Muhammad Rafay Azhar Mengyu Wang DiffM 76 0 0 29 Oct 2025
Language-Conditioned Representations and Mixture-of-Experts Policy for Robust Multi-Task Robotic Manipulation Xiucheng Zhang Yang Jiang Hongwei Qing Jiashuo Bai LM&Ro 24 0 0 28 Oct 2025
Efficient Utility-Preserving Machine Unlearning with Implicit Gradient Surgery Shiji Zhou Tianbai Yu Zhi Zhang Heng Chang Xiao Zhou Dong Wu Han Zhao MU 121 0 0 25 Oct 2025
Attention Residual Fusion Network with Contrast for Source-free Domain Adaptation Renrong Shao Wei Zhang Jun Wang 16 0 0 25 Oct 2025
Bi-Level Optimization for Generative Recommendation: Bridging Tokenization and Generation Yimeng Bai Chang Liu Y. Zhang D. Wang Frank Yang Andrew Rabinovich Wenge Rong Fuli Feng 20 0 0 24 Oct 2025
Uncertainty-Aware Multi-Objective Reinforcement Learning-Guided Diffusion Models for 3D De Novo Molecular Design Lianghong Chen Dongkyu Eugene Kim Mike Domaratzki Pingzhao Hu AI4CE 16 1 0 24 Oct 2025
Differentiable Constraint-Based Causal Discovery Jincheng Zhou Mengbo Wang Anqi He Yumeng Zhou Hessam Olya Murat Kocaoglu Bruno Ribeiro CML 54 0 0 24 Oct 2025
Separating the what and how of compositional computation to enable reuse and continual learning Haozhe Shan Sun Minni Lea Duncker CLL 56 0 0 23 Oct 2025
Controllable Machine Unlearning via Gradient Pivoting Youngsik Hwang Dong-Young Lim MU 105 0 0 22 Oct 2025
Imitation Learning Policy based on Multi-Step Consistent Integration Shortcut Model Yu Fang Xinyu Wang Xuehe Zhang Wanli Xue Mingwei Zhang Shengyong Chen Jie Zhao 24 0 0 22 Oct 2025
Imbalanced Gradients in RL Post-Training of Multi-Task LLMs Runzhe Wu Ankur Samanta Ayush Jain Scott Fujimoto Jeongyeol Kwon Ben Kretzu Youliang Yu Kaveh Hassani Boris Vidolov Yonathan Efroni 33 0 0 22 Oct 2025
NTKMTL: Mitigating Task Imbalance in Multi-Task Learning from Neural Tangent Kernel Perspective Xiaohan Qin Xiaoxing Wang Ning Liao Junchi Yan 36 0 0 21 Oct 2025
Contextual Attention Modulation: Towards Efficient Multi-Task Adaptation in Large Language Models Dayan Pan Zhaoyang Fu Jingyuan Wang Xiao Han Yue Zhu Xiangyu Zhao KELM CLL 40 0 0 20 Oct 2025
Causality Enhancement for Cross-Domain Recommendation Zhibo Wu Yunfan Wu Lin Jiang Ping Yang Yao Hu OOD CML 39 0 0 16 Oct 2025
Towards Error Centric Intelligence I, Beyond Observational Learning Marcus A. Thomas CML 48 1 0 16 Oct 2025
FedQS: Optimizing Gradient and Model Aggregation for Semi-Asynchronous Federated Learning Yunbo Li Jiaping Gui Zhihang Deng Fanchao Meng Yue Wu FedML 44 0 0 09 Oct 2025
A Unified Multi-Task Learning Framework for Generative Auto-Bidding with Validation-Aligned Optimization Yiqin Lv Zhiyu Mou Miao Xu J. Chen Qi Wang ... Rongquan Bai Chuan Yu Jian Xu Bo Zheng Xiangyang Ji 8 0 0 09 Oct 2025
EBGAN-MDN: An Energy-Based Adversarial Framework for Multi-Modal Behavior Cloning Yixiao Li Julia Barth Thomas Kiefer Ahmad Fraij 16 0 0 08 Oct 2025
AutoBalance: An Automatic Balancing Framework for Training Physics-Informed Neural Networks Kang An Chenhao Si Ming Yan Shiqian Ma AI4CE 29 0 0 08 Oct 2025
Multi-Task Reinforcement Learning with Language-Encoded Gated Policy Networks Rushiv Arora MoE 28 0 0 07 Oct 2025
SAMSOD: Rethinking SAM Optimization for RGB-T Salient Object Detection Zhengyi Liu Xinrui Wang Xianyong Fang Zhengzheng Tu Linbo Wang 37 0 0 04 Oct 2025
Direct Routing Gradient (DRGrad): A Personalized Information Surgery for Multi-Task Learning (MTL) RecommendationsAAAI Conference on Artificial Intelligence (AAAI), 2025 Yuguang Liu Yiyun Miao Luyao Xia 8 0 0 04 Oct 2025
SAGE: Streaming Agreement-Driven Gradient Sketches for Representative Subset Selection Ashish Jha S. Ahmadi-Asl 12 0 0 02 Oct 2025
C2AL: Cohort-Contrastive Auxiliary Learning for Large-scale Recommendation Systems Mertcan Cokbas Ziteng Liu Zeyi Tao C. Zhang Elder Veliz ... Qiang Jin Murat Duman Benjamin Au Guy Lebanon Sagar Chordia 39 1 0 02 Oct 2025
Multi-Objective Task-Aware Predictor for Image-Text Alignment Eunki Kim Na Min An James Thorne Hyunjung Shim 28 0 0 01 Oct 2025
AReUReDi: Annealed Rectified Updates for Refining Discrete Flows with Multi-Objective Guidance Tong Chen Yinuo Zhang Pranam Chatterjee 83 1 0 30 Sep 2025
Finetune Once: Decoupling General & Domain Learning with Dynamic Boosted Annealing Yang Tang Ruijie Liu Yifan Wang Shiyu Li Xi Chen 31 0 0 30 Sep 2025
AIM: Adaptive Intervention for Deep Multi-task Learning of Molecular Properties Mason Minot Gisbert Schneider 24 0 0 30 Sep 2025
Real-Aware Residual Model Merging for Deepfake Detection Jinhee Park Guisik Kim Choongsang Cho Junseok Kwon MoMe 56 0 0 29 Sep 2025
DiBS-MTL: Transformation-Invariant Multitask Learning with Direction Oracles Surya Murthy Kushagra Gupta Mustafa O. Karabag David Fridovich-Keil Ufuk Topcu 40 0 0 28 Sep 2025
Efficient Domain-Adaptive Multi-Task Dense Prediction with Vision Foundation Models Beomseok Kang Niluthpol Chowdhury Mithun Mikhail Sizintsev Han-Pang Chiu S. Samarasekera 57 0 0 28 Sep 2025
Revisit the Imbalance Optimization in Multi-task Learning: An Experimental Analysis Yihang Guo Tianyuan Yu Liang Bai Yanming Guo Yirun Ruan William Li Weishi Zheng 44 2 0 28 Sep 2025
GES-UniGrasp: A Two-Stage Dexterous Grasping Strategy With Geometry-Based Expert Selection Fangting Xu Jilin Zhu Xiaoming Gu Jianzhong Tang 20 0 0 28 Sep 2025
Coordination Requires Simplification: Thermodynamic Bounds on Multi-Objective Compromise in Natural and Artificial Intelligence Atma Anand 32 0 0 27 Sep 2025
Guidance Watermarking for Diffusion Models Enoal Gesny Eva Giboulot Teddy Furon Vivien Chappelier WIGM 64 0 0 26 Sep 2025
DemoGrasp: Universal Dexterous Grasping from a Single Demonstration Haoqi Yuan Ziye Huang Ye Wang Chuan Mao Chaoyi Xu Zongqing Lu 32 1 0 26 Sep 2025
SPREAD: Sampling-based Pareto front Refinement via Efficient Adaptive Diffusion Sedjro Salomon Hotegni Sebastian Peitz DiffM 51 0 0 25 Sep 2025
RAM-NAS: Resource-aware Multiobjective Neural Architecture Search Method for Robot Vision TasksIEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2024 Shouren Mao Minghao Qin W. Dong Huajian Liu Yongzhuo Gao 32 1 0 25 Sep 2025
Wav2Arrest 2.0: Long-Horizon Cardiac Arrest Prediction with Time-to-Event Modeling, Identity-Invariance, and Pseudo-Lab Alignment Saurabh Kataria Davood Fattahi Minxiao Wang Ran Xiao Matthew Clark Timothy Ruchti Mark Mai Xiao Hu OOD 60 1 0 25 Sep 2025
Addressing Gradient Misalignment in Data-Augmented Training for Robust Speech Deepfake Detection Duc-Tuan Truong Tianchi Liu Junjie Li Ruijie Tao Kong Aik Lee Eng Siong Chng 36 0 0 25 Sep 2025
Shaping Initial State Prevents Modality Competition in Multi-modal Fusion: A Two-stage Scheduling Framework via Fast Partial Information Decomposition Jiaqi Tang Yinsong Xu Yang Liu Qingchao Chen 48 0 0 25 Sep 2025
A Unified Framework for Diffusion Model Unlearning with f-Divergence Nicola Novello Federico Fontana Luigi Cinque Deniz Gunduz Andrea M. Tonello 94 0 0 25 Sep 2025
Beyond Sharp Minima: Robust LLM Unlearning via Feedback-Guided Multi-Point Optimization Wenhan Wu Zheyuan Liu Chongyang Gao Ren Wang Kaize Ding AAML MU KELM 183 0 0 24 Sep 2025
DriveDPO: Policy Learning via Safety DPO For End-to-End Autonomous Driving Shuyao Shang Yuntao Chen Yuqi Wang Yingyan Li Zhaoxiang Zhang 36 0 0 22 Sep 2025
Learning Dexterous Manipulation with Quantized Hand State Ying Feng Hongjie Fang Yinong He Jingjing Chen Chenxi Wang Zihao He Ruonan Liu Cewu Lu 56 0 0 22 Sep 2025
Graph Coloring for Multi-Task Learning Santosh Patapati 82 0 0 21 Sep 2025
Towards Anytime Retrieval: A Benchmark for Anytime Person Re-IdentificationInternational Joint Conference on Artificial Intelligence (IJCAI), 2025 Xulin Li Yan Lu B. Liu J. Li Qinhong Yang Tao Gong Qi Chu Mang Ye Nenghai Yu 40 0 0 20 Sep 2025
MultiEdit: Advancing Instruction-based Image Editing on Diverse and Challenging Tasks Mingsong Li Lin Liu Hongjun Wang Haoxing Chen Xijun Gu Shizhan Liu Dong Gong Junbo Zhao Zhenzhong Lan Jianguo Li 32 0 0 18 Sep 2025