Auxiliary Task Reweighting for Minimum-data Learning

16 October 2020

Papers citing "Auxiliary Task Reweighting for Minimum-data Learning"

20 / 20 papers shown

Title
Adept: Annotation-Denoising Auxiliary Tasks with Discrete Cosine Transform Map and Keypoint for Human-Centric Pretraining Weizhen He Yunfeng Yan Shixiang Tang Yiheng Deng Yangyang Zhong Pengxin Luo Donglian Qi VLM 94 1 0 29 Apr 2025
Generalized Task-Driven Medical Image Quality Enhancement with Gradient Promotion Dong Zhang Kwang-Ting Cheng MedIm 20 0 0 03 Jan 2025
Aux-NAS: Exploiting Auxiliary Labels with Negligibly Extra Inference Cost Yuan Gao Weizhong Zhang Wenhan Luo Lin Ma Jin-Gang Yu Gui-Song Xia Jiayi Ma 29 1 0 09 May 2024
Two-Stage Multi-task Self-Supervised Learning for Medical Image Segmentation Binyan Hu •. A. K. Qin SSL 19 0 0 11 Feb 2024
Enhancing Molecular Property Prediction with Auxiliary Learning and Task-Specific Adaptation Vishal Dey Xia Ning AAML AI4CE 19 0 0 29 Jan 2024
D4AM: A General Denoising Framework for Downstream Acoustic Models H. Wang Yu Tsao Hsin-Min Wang Chu-Song Chen 13 4 0 28 Nov 2023
Unified Convergence Theory of Stochastic and Variance-Reduced Cubic Newton Methods El Mahdi Chayti N. Doikov Martin Jaggi ODL 24 5 0 23 Feb 2023
Auxiliary Learning as an Asymmetric Bargaining Game Aviv Shamsian Aviv Navon Neta Glazer Kenji Kawaguchi Gal Chechik Ethan Fetaya 35 8 0 31 Jan 2023
ForkMerge: Mitigating Negative Transfer in Auxiliary-Task Learning Junguang Jiang Baixu Chen Junwei Pan Ximei Wang Liu Dapeng Jie Jiang Mingsheng Long MoMe 29 19 0 30 Jan 2023
Optimization with Access to Auxiliary Information El Mahdi Chayti Sai Praneeth Karimireddy AAML 9 10 0 01 Jun 2022
AANG: Automating Auxiliary Learning Lucio Dery Paul Michel M. Khodak Graham Neubig Ameet Talwalkar 36 9 0 27 May 2022
Adaptive Mixing of Auxiliary Losses in Supervised Learning D. Sivasubramanian Ayush Maheshwari Pradeep Shenoy A. Prathosh Ganesh Ramakrishnan 23 5 0 07 Feb 2022
Auxiliary Learning for Self-Supervised Video Representation via Similarity-based Knowledge Distillation Amirhossein Dadashzadeh Alan Whone Majid Mirmehdi SSL 13 4 0 07 Dec 2021
Auxiliary Loss Reweighting for Image Inpainting Siqi Hui Sanping Zhou Ye Deng Wenli Huang Jinjun Wang 32 1 0 14 Nov 2021
Linear Speedup in Personalized Collaborative Learning El Mahdi Chayti Sai Praneeth Karimireddy Sebastian U. Stich Nicolas Flammarion Martin Jaggi FedML 15 13 0 10 Nov 2021
Conflict-Averse Gradient Descent for Multi-task Learning Bo Liu Xingchao Liu Xiaojie Jin Peter Stone Qiang Liu 33 297 0 26 Oct 2021
Multiple Instance Learning with Auxiliary Task Weighting for Multiple Myeloma Classification Talha Qaiser S. Winzeck Theodore Barfoot T. Barwick S. Doran ... N. Tunariu D. Koh C. Messiou A. Rockall Ben Glocker 16 8 0 16 Jul 2021
Hyperspectral Image Super-Resolution with Spectral Mixup and Heterogeneous Datasets Ke Li Dengxin Dai E. Konukoglu Luc Van Gool 22 7 0 19 Jan 2021
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results Antti Tarvainen Harri Valpola OOD MoMe 261 1,275 0 06 Mar 2017
MCMC using Hamiltonian dynamics Radford M. Neal 185 3,262 0 09 Jun 2012