Recon: Reducing Conflicting Gradients from the Root for Multi-Task
Learning

Recon: Reducing Conflicting Gradients from the Root for Multi-Task Learning

22 February 2023

Xiao-Ming Wu

Papers citing "Recon: Reducing Conflicting Gradients from the Root for Multi-Task Learning"

13 / 13 papers shown

Title
Understanding Layer Significance in LLM Alignment Guangyuan Shi Zexin Lu Xiaoyu Dong Wenlong Zhang Xuanyu Zhang Yujie Feng Xiao-Ming Wu 69 3 0 23 Oct 2024
Understanding and Mitigating Miscalibration in Prompt Tuning for Vision-Language Models Shuoyuan Wang Yixuan Li Hongxin Wei VLM 70 2 0 03 Oct 2024
Towards Principled Task Grouping for Multi-Task Learning Chenguang Wang Xuanhao Pan Tianshu Yu 97 1 0 23 Feb 2024
RotoGrad: Gradient Homogenization in Multitask Learning Adrián Javaloy Isabel Valera 65 88 0 03 Mar 2021
MTL-NAS: Task-Agnostic Neural Architecture Search towards General-Purpose Multi-Task Learning Yuan Gao Haoping Bai Zequn Jie Jiayi Ma Kui Jia Wei Liu 45 94 0 31 Mar 2020
Gradient Surgery for Multi-Task Learning Tianhe Yu Saurabh Kumar Abhishek Gupta Sergey Levine Karol Hausman Chelsea Finn 84 1,190 0 19 Jan 2020
Pareto Multi-Task Learning Xi Lin Hui-Ling Zhen Zhenhua Li Qingfu Zhang Sam Kwong 44 346 0 30 Dec 2019
Which Tasks Should Be Learned Together in Multi-task Learning? Trevor Scott Standley Amir Zamir Dawn Chen Leonidas Guibas Jitendra Malik Silvio Savarese 74 509 0 18 May 2019
Beyond Shared Hierarchies: Deep Multitask Learning through Soft Layer Ordering Elliot Meyerson Risto Miikkulainen MoE 56 93 0 31 Oct 2017
Multi-Task Learning Using Uncertainty to Weigh Losses for Scene Geometry and Semantics Alex Kendall Y. Gal R. Cipolla 3DH 177 3,093 0 19 May 2017
The Cityscapes Dataset for Semantic Urban Scene Understanding Marius Cordts Mohamed Omran Sebastian Ramos Timo Rehfeld Markus Enzweiler Rodrigo Benenson Uwe Franke Stefan Roth Bernt Schiele 527 11,540 0 06 Apr 2016
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation Vijay Badrinarayanan Alex Kendall R. Cipolla SSeg 674 15,718 0 02 Nov 2015
Indoor Semantic Segmentation using depth information Camille Couprie C. Farabet Laurent Najman Yann LeCun SSeg MDE 131 477 0 16 Jan 2013