What is the Effect of Importance Weighting in Deep Learning?

8 December 2018

Papers citing "What is the Effect of Importance Weighting in Deep Learning?"

24 / 124 papers shown

Title
Variational Disentanglement for Rare Event Modeling Zidi Xiu Chenyang Tao M. Gao Connor Davis B. Goldstein Ricardo Henao CML DRL 32 6 0 17 Sep 2020
PCPL: Predicate-Correlation Perception Learning for Unbiased Scene Graph Generation Shaotian Yan Chen Shen Zhongming Jin Jianqiang Huang Rongxin Jiang Yao-wu Chen Xiansheng Hua 34 131 0 02 Sep 2020
Balanced Activation for Long-tailed Visual Recognition Jiawei Ren Cunjun Yu Zhongang Cai Haiyu Zhao VLM 10 2 0 24 Aug 2020
Memory-based Jitter: Improving Visual Recognition on Long-tailed Data with Diversity In Memory Jialun Liu Jingwei Zhang Yi yang Wenhui Li Chi Zhang Yifan Sun 28 39 0 22 Aug 2020
Forest R-CNN: Large-Vocabulary Long-Tailed Object Detection and Instance Segmentation Jialian Wu Liangchen Song Tiancai Wang Qian Zhang Junsong Yuan ObjD 24 72 0 13 Aug 2020
The Devil is in Classification: A Simple Framework for Long-tail Object Detection and Instance Segmentation Tao Wang Yu Li Bingyi Kang Junnan Li Jun Hao Liew Sheng Tang Guosheng Lin Jiashi Feng ISeg 19 176 0 23 Jul 2020
Balanced Meta-Softmax for Long-Tailed Visual Recognition Jiawei Ren Cunjun Yu Shunan Sheng Xiao Ma Haiyu Zhao Shuai Yi Hongsheng Li 170 552 0 21 Jul 2020
Distribution-Balanced Loss for Multi-Label Classification in Long-Tailed Datasets Tong Wu Qingqiu Huang Ziwei Liu Yu Wang Dahua Lin 27 228 0 19 Jul 2020
Long-tail learning via logit adjustment A. Menon Sadeep Jayasumana A. S. Rawat Himanshu Jain Andreas Veit Sanjiv Kumar 65 688 0 14 Jul 2020
Remix: Rebalanced Mixup Hsin-Ping Chou Shih-Chieh Chang Jia-Yu Pan Wei Wei Da-Cheng Juan 38 232 0 08 Jul 2020
Rethinking the Value of Labels for Improving Class-Imbalanced Learning Yuzhe Yang Zhi Xu SSL 20 402 0 13 Jun 2020
Rethinking Importance Weighting for Deep Learning under Distribution Shift Tongtong Fang Nan Lu Gang Niu Masashi Sugiyama 33 137 0 08 Jun 2020
Rethinking of Pedestrian Attribute Recognition: Realistic Datasets with Efficient Method Jian Jia Houjing Huang Wenjie Yang Xiaotang Chen Kaiqi Huang 24 44 0 25 May 2020
An Investigation of Why Overparameterization Exacerbates Spurious Correlations Shiori Sagawa Aditi Raghunathan Pang Wei Koh Percy Liang 155 372 0 09 May 2020
A Unified View of Label Shift Estimation Saurabh Garg Yifan Wu Sivaraman Balakrishnan Zachary Chase Lipton 24 140 0 17 Mar 2020
Distributionally Robust Deep Learning using Hardness Weighted Sampling Lucas Fidon Michael Aertsen Thomas Deprest Doaa Emam Frédéric Guffens ... Andrew Melbourne Sébastien Ourselin Jan Deprest Georg Langs Tom Kamiel Magda Vercauteren OOD 27 10 0 08 Jan 2020
Identifying and Compensating for Feature Deviation in Imbalanced Deep Learning Han-Jia Ye Hong-You Chen De-Chuan Zhan Wei-Lun Chao 39 99 0 06 Jan 2020
BBN: Bilateral-Branch Network with Cumulative Learning for Long-Tailed Visual Recognition Boyan Zhou Quan Cui Xiu-Shen Wei Zhao-Min Chen 253 784 0 05 Dec 2019
Distributionally Robust Neural Networks for Group Shifts: On the Importance of Regularization for Worst-Case Generalization Shiori Sagawa Pang Wei Koh Tatsunori B. Hashimoto Percy Liang OOD 16 1,200 0 20 Nov 2019
Fair Generative Modeling via Weak Supervision Kristy Choi Aditya Grover Trisha Singh Rui Shu Stefano Ermon 36 133 0 26 Oct 2019
Bias Correction of Learned Generative Models using Likelihood-Free Importance Weighting Aditya Grover Jiaming Song Alekh Agarwal Kenneth Tran Ashish Kapoor Eric Horvitz Stefano Ermon 26 123 0 23 Jun 2019
Lexicographic and Depth-Sensitive Margins in Homogeneous and Non-Homogeneous Deep Models Mor Shpigel Nacson Suriya Gunasekar Jason D. Lee Nathan Srebro Daniel Soudry 33 92 0 17 May 2019
Assuring the Machine Learning Lifecycle: Desiderata, Methods, and Challenges Rob Ashmore R. Calinescu Colin Paterson AI4TS 34 116 0 10 May 2019
Maximum Likelihood with Bias-Corrected Calibration is Hard-To-Beat at Label Shift Adaptation Amr M. Alexandari A. Kundaje Avanti Shrikumar 21 9 0 21 Jan 2019