Learning to Reweight Examples for Robust Deep Learning

24 March 2018

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

50 / 772 papers shown

Title
Long-Tail Temporal Action Segmentation with Group-wise Temporal Logit Adjustment Zhanzhong Pang Fadime Sener Shrinivas Ramasubramanian Angela Yao 25 2 0 19 Aug 2024
On the KL-Divergence-based Robust Satisficing Model Haojie Yan Minglong Zhou Jiayi Guo 31 0 0 17 Aug 2024
A Systematic Review on Long-Tailed Learning Chongsheng Zhang G. Almpanidis Gaojuan Fan Binquan Deng Yanbo Zhang Ji Liu Aouaidjia Kamel Paolo Soda Joao Gama 29 6 0 01 Aug 2024
Link Polarity Prediction from Sparse and Noisy Labels via Multiscale Social Balance Marco Minici Federico Cinus Francesco Bonchi Giuseppe Manco 19 0 0 22 Jul 2024
Refining Corpora from a Model Calibration Perspective for Chinese Spelling Correction Dingyao Yu Yang An Wei Ye Xiongfeng Xiao Shaoguang Mao Tao Ge Shikun Zhang 44 1 0 22 Jul 2024
Physics-guided Active Sample Reweighting for Urban Flow Prediction Wei Jiang Tong Chen Guanhua Ye Wentao Zhang Lizhen Cui Zi Huang Hongzhi Yin AI4TS AI4CE 21 5 0 18 Jul 2024
Improving SAM Requires Rethinking its Optimization Formulation Wanyun Xie Fabian Latorre Kimon Antonakopoulos Thomas Pethick V. Cevher 39 1 0 17 Jul 2024
A Self-Supervised Learning Pipeline for Demographically Fair Facial Attribute Classification Sreeraj Ramachandran A. Rattani 37 1 0 14 Jul 2024
Learning to Complement and to Defer to Multiple Users Zheng Zhang Wenjie Ai Kevin Wells David Rosewarne Thanh-Toan Do Gustavo Carneiro 53 0 0 09 Jul 2024
SoftDedup: an Efficient Data Reweighting Method for Speeding Up Language Model Pre-training Nan He Weichen Xiong Hanwen Liu Yi Liao Lei Ding Kai Zhang Guohua Tang Xiao Han Wei Yang 48 1 0 09 Jul 2024
NoisyAG-News: A Benchmark for Addressing Instance-Dependent Noise in Text Classification Hongfei Huang Tingting Liang Xixi Sun Zikang Jin Yuyu Yin NoLa 39 1 0 09 Jul 2024
Meta-optimized Angular Margin Contrastive Framework for Video-Language Representation Learning Thong Nguyen Yi Bin Xiaobao Wu Xinshuai Dong Zhiyuan Hu Khoi M. Le Cong-Duy Nguyen See-Kiong Ng Luu Anh Tuan 39 5 0 04 Jul 2024
Foster Adaptivity and Balance in Learning with Noisy Labels Mengmeng Sheng Zeren Sun Tao Chen Shuchao Pang Yucheng Wang Yazhou Yao 31 2 0 03 Jul 2024
Meta-GCN: A Dynamically Weighted Loss Minimization Method for Dealing with the Data Imbalance in Graph Neural Networks Mahdi Mohammadizadeh Arash Mozhdehi Yani Andrew Ioannou Xin Wang 39 1 0 24 Jun 2024
Learning with Noisy Ground Truth: From 2D Classification to 3D Reconstruction Yangdi Lu Wenbo He 3DV 40 0 0 23 Jun 2024
Learning to Discover Knowledge: A Weakly-Supervised Partial Domain Adaptation Approach Mengcheng Lan Min Meng Jun-chen Yu Jigang Wu CLL 47 1 0 20 Jun 2024
The Benefits and Risks of Transductive Approaches for AI Fairness Muhammed Razzak Andreas Kirsch Yarin Gal 30 0 0 17 Jun 2024
NovoBench: Benchmarking Deep Learning-based De Novo Peptide Sequencing Methods in Proteomics Jingbo Zhou Shaorong Chen Jun-Xiong Xia Sizhe Liu Tianze Ling Wenjie Du Yue Liu Jianwei Yin Stan Z. Li 27 2 0 16 Jun 2024
Fairness-Aware Meta-Learning via Nash Bargaining Yi Zeng Xuelin Yang Li Chen Cristian Canton Ferrer Ming Jin Michael I. Jordan Ruoxi Jia 42 2 0 11 Jun 2024
Heterogeneous Learning Rate Scheduling for Neural Architecture Search on Long-Tailed Datasets Chenxia Tang 22 1 0 11 Jun 2024
SAVA: Scalable Learning-Agnostic Data Valuation Samuel Kessler Tam Le Vu Nguyen TDI 56 0 0 03 Jun 2024
Mitigating the Impact of Labeling Errors on Training via Rockafellian Relaxation Louis L. Chen Bobbie Chern Eric Eckstrand Amogh Mahapatra J. Royset 19 0 0 30 May 2024
Learning Discriminative Dynamics with Label Corruption for Noisy Label Detection Suyeon Kim Dongha Lee SeongKu Kang Sukang Chae Sanghwan Jang Hwanjo Yu 32 1 0 30 May 2024
The RSNA Abdominal Traumatic Injury CT (RATIC) Dataset J. Rudie Hui-Ming Lin Robyn L. Ball S. Jalal Luciano M Prevedello ... Eduardo Moreno Júdice de Mattos Farina Dataset Curator Group Dataset Contributor Group Dataset Annotator Group E. Colak 23 2 0 30 May 2024
Don't drop your samples! Coherence-aware training benefits Conditional diffusion Nicolas Dufour Victor Besnier Vicky Kalogeiton David Picard DiffM 56 2 0 30 May 2024
Cascade-Aware Training of Language Models Congchao Wang Sean Augenstein Keith Rush Wittawat Jitkrittum Harikrishna Narasimhan A. S. Rawat A. Menon Alec Go 33 4 0 29 May 2024
Edge-guided and Class-balanced Active Learning for Semantic Segmentation of Aerial Images Lianlei Shan Weiqiang Wang Ke Lv Bin Luo VLM 25 0 0 28 May 2024
Federated Behavioural Planes: Explaining the Evolution of Client Behaviour in Federated Learning Dario Fenoglio Gabriele Dominici Pietro Barbiero Alberto Tonda M. Gjoreski Marc Langheinrich FedML 31 0 0 24 May 2024
EfficientTrain++: Generalized Curriculum Learning for Efficient Visual Backbone Training Yulin Wang Yang Yue Rui Lu Yizeng Han Shiji Song Gao Huang VLM 58 12 0 14 May 2024
Data Valuation with Gradient Similarity Nathaniel J. Evans Gordon B. Mills Guanming Wu Xubo Song Shannon K. McWeeney TDI 25 1 0 13 May 2024
NoiseBench: Benchmarking the Impact of Real Label Noise on Named Entity Recognition Elena Merdjanovska Ansar Aynetdinov Alan Akbik NoLa 29 1 0 13 May 2024
Reimplementation of Learning to Reweight Examples for Robust Deep Learning Parth Patil Ben Boardley Jack Gardner Emily Loiselle D. Parthipan 25 0 0 11 May 2024
Estimating Noisy Class Posterior with Part-level Labels for Noisy Label Learning Rui Zhao Bin Shi Jianfei Ruan Tianze Pan Bo Dong NoLa 34 5 0 08 May 2024
Effective and Robust Adversarial Training against Data and Label Corruptions Pengfei Zhang Zi Huang Xin-Shun Xu Guangdong Bai 51 4 0 07 May 2024
Reinforcement Learning-Guided Semi-Supervised Learning Marzi Heidari Hanping Zhang Yuhong Guo OffRL 36 0 0 02 May 2024
Boosting Model Resilience via Implicit Adversarial Data Augmentation Xiaoling Zhou Wei Ye Zhemg Lee Rui Xie Shi-Bo Zhang 38 1 0 25 Apr 2024
A Survey of Deep Long-Tail Classification Advancements Charika De Alvis Suranga Seneviratne 28 1 0 24 Apr 2024
Utilizing Graph Generation for Enhanced Domain Adaptive Object Detection Mu Wang 47 0 0 23 Apr 2024
Extracting Clean and Balanced Subset for Noisy Long-tailed Classification Zhuo Li He Zhao Zhen Li Tongliang Liu Dandan Guo Xiang Wan NoLa 40 1 0 10 Apr 2024
QMix: Quality-aware Learning with Mixed Noise for Robust Retinal Disease Diagnosis Junlin Hou Jilan Xu Rui Feng Hao Chen 23 0 0 08 Apr 2024
ROPO: Robust Preference Optimization for Large Language Models Xize Liang Chao Chen Shuang Qiu Jie Wang Yue-bo Wu Zhihang Fu Zhihao Shi Feng Wu Jieping Ye 48 1 0 05 Apr 2024
Pairwise Similarity Distribution Clustering for Noisy Label Learning Sihan Bai NoLa 24 0 0 02 Apr 2024
Predicting Perceived Gloss: Do Weak Labels Suffice? Julia Guerrero-Viu J. Daniel Subias Ana Serrano Katherine R. Storrs Roland W. Fleming B. Masiá Diego F. F. Gutierrez 29 2 0 26 Mar 2024
Group Benefits Instances Selection for Data Purification Zhenhuang Cai Chuanyi Zhang Dan Huang Yuanbo Chen Xiuyun Guan Yazhou Yao NoLa 45 0 0 23 Mar 2024
A Unified Optimal Transport Framework for Cross-Modal Retrieval with Noisy Labels Haocheng Han Minnan Luo Huan Liu Fang Nan 33 0 0 20 Mar 2024
Tackling Noisy Labels with Network Parameter Additive Decomposition Jingyi Wang Xiaobo Xia Long Lan Xinghao Wu Jun-chen Yu Wenjing Yang Bo Han Tongliang Liu NoLa 43 8 0 20 Mar 2024
Improving Generalization via Meta-Learning on Hard Samples Nishant Jain A. Suggala Pradeep Shenoy OOD OffRL 36 2 0 18 Mar 2024
The Power of Few: Accelerating and Enhancing Data Reweighting with Coreset Selection Mohammad Jafari Yimeng Zhang Yihua Zhang Sijia Liu 38 2 0 18 Mar 2024
DuPL: Dual Student with Trustworthy Progressive Learning for Robust Weakly Supervised Semantic Segmentation Yuanchen Wu Xichen Ye Kequan Yang Jide Li Xiaoqiang Li 47 9 0 17 Mar 2024
Active Label Correction for Semantic Segmentation with Foundation Models Hoyoung Kim S. Hwang Suha Kwak Jungseul Ok VLM 37 1 0 16 Mar 2024