Learning to Reweight Examples for Robust Deep Learning

24 March 2018

Papers citing "Learning to Reweight Examples for Robust Deep Learning"

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Title
A Meta-learning Formulation of the Autoencoder Problem for Non-linear Dimensionality Reduction Andrey A. Popov A. Sarshar Austin Chennault Adrian Sandu 17 2 0 14 Jul 2022
Effective Few-Shot Named Entity Linking by Meta-Learning Xiuxing Li Zhenyu Li Zhengyan Zhang Ning Liu Haitao Yuan Wei Zhang Zhiyuan Liu Jianyong Wang OffRL 28 10 0 12 Jul 2022
Gradual Domain Adaptation without Indexed Intermediate Domains Hong-You Chen Wei-Lun Chao CLL 57 39 0 11 Jul 2022
DIWIFT: Discovering Instance-wise Influential Features for Tabular Data Dugang Liu Pengxiang Cheng Hong Zhu Xing Tang Yanyu Chen Xiaoting Wang Weike Pan Zhong Ming Xiuqiang He TDI 30 10 0 06 Jul 2022
DBN-Mix: Training Dual Branch Network Using Bilateral Mixup Augmentation for Long-Tailed Visual Recognition J. Baik In Young Yoon J. Choi 20 10 0 05 Jul 2022
DiffML: End-to-end Differentiable ML Pipelines Benjamin Hilprecht Christian Hammacher Eduardo Reis Mohamed Abdelaal Carsten Binnig MedIm 8 9 0 04 Jul 2022
Learning Cross-Image Object Semantic Relation in Transformer for Few-Shot Fine-Grained Image Classification Bo-Wen Zhang Jiakang Yuan Baopu Li Tao Chen Jiayuan Fan Botian Shi ViT 24 31 0 02 Jul 2022
A Theoretical Analysis of the Learning Dynamics under Class Imbalance Emanuele Francazi Marco Baity-Jesi Aurelien Lucchi 17 16 0 01 Jul 2022
ProSelfLC: Progressive Self Label Correction Towards A Low-Temperature Entropy State Xinshao Wang Yang Hua Elyor Kodirov S. Mukherjee David A. Clifton N. Robertson 19 6 0 30 Jun 2022
Adversarial Self-Attention for Language Understanding Hongqiu Wu Ruixue Ding Hai Zhao Pengjun Xie Fei Huang Min Zhang 19 11 0 25 Jun 2022
Prototype-Anchored Learning for Learning with Imperfect Annotations Xiong Zhou Xianming Liu Deming Zhai Junjun Jiang Xin Gao Xiangyang Ji 14 2 0 23 Jun 2022
Integrated Weak Learning Peter Hayes Mingtian Zhang Raza Habib Jordan Burgess Emine Yilmaz David Barber 20 1 0 19 Jun 2022
Prioritized Training on Points that are Learnable, Worth Learning, and Not Yet Learnt Sören Mindermann J. Brauner Muhammed Razzak Mrinank Sharma Andreas Kirsch ... Benedikt Höltgen Aidan N. Gomez Adrien Morisot Sebastian Farquhar Y. Gal 60 148 0 14 Jun 2022
Confidence Score for Source-Free Unsupervised Domain Adaptation Jonghyun Lee Dahuin Jung Junho Yim Sung-Hoon Yoon TTA 21 70 0 14 Jun 2022
Regularization Penalty Optimization for Addressing Data Quality Variance in OoD Algorithms Runpeng Yu Hong Zhu Kaican Li Lanqing Hong Rui Zhang Nan Ye Shao-Lun Huang Xiuqiang He 26 6 0 12 Jun 2022
Narrowing the Gap: Improved Detector Training with Noisy Location Annotations Shaoru Wang Jin Gao Bing Li Weiming Hu ObjD NoLa 19 9 0 12 Jun 2022
Balanced Product of Calibrated Experts for Long-Tailed Recognition Emanuel Sanchez Aimar Arvi Jonnarth M. Felsberg Marco Kuhlmann 15 22 0 10 Jun 2022
The Devil is in the Labels: Noisy Label Correction for Robust Scene Graph Generation Lin Li Long Chen Yifeng Huang Zhimeng Zhang Songyang Zhang Jun Xiao NoLa 28 72 0 07 Jun 2022
MetaLR: Meta-tuning of Learning Rates for Transfer Learning in Medical Imaging Yixiong Chen Li Liu Jingxia Li Hua Jiang C. Ding Zongwei Zhou MedIm AI4CE 33 7 0 03 Jun 2022
Boosting Facial Expression Recognition by A Semi-Supervised Progressive Teacher Jing Jiang Weihong Deng 29 23 0 28 May 2022
A Survey on Long-Tailed Visual Recognition Lu Yang He Jiang Q. Song Jun Guo 13 123 0 27 May 2022
Contrastive Learning with Boosted Memorization Zhihan Zhou Jiangchao Yao Yanfeng Wang Bo Han Ya-Qin Zhang SSL 20 29 0 25 May 2022
Self-Guided Noise-Free Data Generation for Efficient Zero-Shot Learning Jiahui Gao Renjie Pi Yong Lin Hang Xu Jiacheng Ye Zhiyong Wu Weizhong Zhang Xiaodan Liang Zhenguo Li Lingpeng Kong SyDa VLM 67 45 0 25 May 2022
LOPS: Learning Order Inspired Pseudo-Label Selection for Weakly Supervised Text Classification Dheeraj Mekala Chengyu Dong Jingbo Shang 13 20 0 25 May 2022
Stop Filtering: Multi-View Attribute-Enhanced Dialogue Learning Yiwei Li Bin Sun Shaoxiong Feng Kan Li 16 3 0 23 May 2022
Learning Muti-expert Distribution Calibration for Long-tailed Video Classification Yufan Hu Junyu Gao Changsheng Xu 19 4 0 22 May 2022
FedNoiL: A Simple Two-Level Sampling Method for Federated Learning with Noisy Labels Zhuowei Wang Dinesh Manocha Guodong Long Bo Han Jing Jiang FedML 27 19 0 20 May 2022
Noise-Tolerant Learning for Audio-Visual Action Recognition Haocheng Han Qinghua Zheng Minnan Luo Kaiyao Miao Feng Tian Yuanchun Chen NoLa 24 7 0 16 May 2022
Meta Self-Refinement for Robust Learning with Weak Supervision D. Zhu Xiaoyu Shen Michael A. Hedderich Dietrich Klakow NoLa 29 7 0 15 May 2022
Meta Balanced Network for Fair Face Recognition Mei Wang Yaobin Zhang Weihong Deng CVBM 19 74 0 13 May 2022
Robust Medical Image Classification from Noisy Labeled Data with Global and Local Representation Guided Co-training Cheng Xue Lequan Yu Pengfei Chen Qi Dou Pheng-Ann Heng NoLa 22 52 0 10 May 2022
Towards Intersectionality in Machine Learning: Including More Identities, Handling Underrepresentation, and Performing Evaluation Angelina Wang V. V. Ramaswamy Olga Russakovsky FaML 26 92 0 10 May 2022
Embedding Hallucination for Few-Shot Language Fine-tuning Yiren Jian Chongyang Gao Soroush Vosoughi 23 4 0 03 May 2022
Learning to Split for Automatic Bias Detection Yujia Bao Regina Barzilay 17 20 0 28 Apr 2022
Learning from Pixel-Level Noisy Label : A New Perspective for Light Field Saliency Detection Mingtao Feng Li-Yu Daisy Liu Liangkai Zhang Hongshan Yu Yaonan Wang Ajmal Saeed Mian 24 18 0 28 Apr 2022
Adaptable Text Matching via Meta-Weight Regulator Bo Zhang Chen Zhang Fang Ma D. Song OOD 19 0 0 27 Apr 2022
Robust Self-Augmentation for Named Entity Recognition with Meta Reweighting Linzhi Wu Pengjun Xie Jie Zhou Meishan Zhang Chunping Ma Guangwei Xu Min Zhang 32 21 0 25 Apr 2022
CNLL: A Semi-supervised Approach For Continual Noisy Label Learning Nazmul Karim Umar Khalid Ashkan Esmaeili Nazanin Rahnavard NoLa CLL 33 15 0 21 Apr 2022
Forgetting and Imbalance in Robot Lifelong Learning with Off-policy Data Wenxuan Zhou Steven Bohez Jan Humplik A. Abdolmaleki Dushyant Rao Markus Wulfmeier Tuomas Haarnoja N. Heess OffRL 32 6 0 12 Apr 2022
DistPro: Searching A Fast Knowledge Distillation Process via Meta Optimization XueQing Deng Dawei Sun Shawn D. Newsam Peng Wang 14 8 0 12 Apr 2022
Last Layer Re-Training is Sufficient for Robustness to Spurious Correlations Polina Kirichenko Pavel Izmailov A. Wilson OOD 49 318 0 06 Apr 2022
Region Rebalance for Long-Tailed Semantic Segmentation Jiequan Cui Yuhui Yuan Zhisheng Zhong Zhuotao Tian Han Hu Stephen Lin Jiaya Jia 18 18 0 05 Apr 2022
Domain-Aware Contrastive Knowledge Transfer for Multi-domain Imbalanced Data Zixuan Ke Mohammad Kachuee Sungjin Lee 19 5 0 05 Apr 2022
Nested Collaborative Learning for Long-Tailed Visual Recognition Jun Li Zichang Tan Jun Wan Zhen Lei Guodong Guo 36 85 0 29 Mar 2022
Agreement or Disagreement in Noise-tolerant Mutual Learning? Jiarun Liu Daguang Jiang Yukun Yang Ruirui Li NoLa 23 2 0 29 Mar 2022
Part-based Pseudo Label Refinement for Unsupervised Person Re-identification Y. Cho Woo Jae Kim Seunghoon Hong Sung-eui Yoon 26 166 0 28 Mar 2022
Long-Tailed Recognition via Weight Balancing Shaden Alshammari Yu-xiong Wang Deva Ramanan Shu Kong MQ 25 140 0 27 Mar 2022
Multi-class Label Noise Learning via Loss Decomposition and Centroid Estimation Yongliang Ding Tao Zhou Chuang Zhang Yijing Luo Juan Tang Chen Gong NoLa 27 4 0 21 Mar 2022
Meta-Learning for Online Update of Recommender Systems Minseok Kim Hwanjun Song Yooju Shin Dongmin Park Kijung Shin Jae-Gil Lee KELM 11 18 0 19 Mar 2022
Unbiased Subclass Regularization for Semi-Supervised Semantic Segmentation Dayan Guan Jiaxing Huang Aoran Xiao Shijian Lu 22 42 0 18 Mar 2022