When Does Label Smoothing Help?

6 June 2019

Papers citing "When Does Label Smoothing Help?"

50 / 354 papers shown

Title
LEReg: Empower Graph Neural Networks with Local Energy Regularization Xiaojun Ma Hanyue Chen Guojie Song 24 3 0 20 Mar 2022
Mixing Up Contrastive Learning: Self-Supervised Representation Learning for Time Series Kristoffer Wickstrøm Michael C. Kampffmeyer Karl Øyvind Mikalsen Robert Jenssen SSL AI4TS 20 94 0 17 Mar 2022
Reducing Flipping Errors in Deep Neural Networks Xiang Deng Yun Xiao Bo Long Zhongfei Zhang AAML 38 4 0 16 Mar 2022
RecursiveMix: Mixed Learning with History Lingfeng Yang Xiang Li Borui Zhao Renjie Song Jian Yang VLM 29 18 0 14 Mar 2022
Enhancing Adversarial Training with Second-Order Statistics of Weights Gao Jin Xinping Yi Wei Huang S. Schewe Xiaowei Huang AAML 29 47 0 11 Mar 2022
Knowledge Distillation as Efficient Pre-training: Faster Convergence, Higher Data-efficiency, and Better Transferability Ruifei He Shuyang Sun Jihan Yang Song Bai Xiaojuan Qi 34 36 0 10 Mar 2022
Better Supervisory Signals by Observing Learning Paths Yi Ren Shangmin Guo Danica J. Sutherland 33 21 0 04 Mar 2022
Adaptive Discriminative Regularization for Visual Classification Qingsong Zhao Yi Wang Shuguang Dou Chen Gong Yin Wang Cairong Zhao 24 0 0 02 Mar 2022
MRI-GAN: A Generalized Approach to Detect DeepFakes using Perceptual Image Assessment Pratikkumar Prajapati C. Pollett CVBM 35 7 0 28 Feb 2022
Retrieval Augmented Classification for Long-Tail Visual Recognition Alex Long Wei Yin Thalaiyasingam Ajanthan Vu-Linh Nguyen Pulak Purkait Ravi Garg Alan Blair Chunhua Shen Anton Van Den Hengel 21 107 0 22 Feb 2022
Visual Attention Network Meng-Hao Guo Chengrou Lu Zheng-Ning Liu Ming-Ming Cheng Shiyong Hu ViT VLM 24 637 0 20 Feb 2022
Meta Knowledge Distillation Jihao Liu Boxiao Liu Hongsheng Li Yu Liu 18 25 0 16 Feb 2022
Fortuitous Forgetting in Connectionist Networks Hattie Zhou Ankit Vani Hugo Larochelle Aaron Courville CLL 16 42 0 01 Feb 2022
Uncertainty-aware Pseudo-label Selection for Positive-Unlabeled Learning Emilio Dorigatti Jann Goschenhofer B. Schubert Mina Rezaei Bernd Bischl 26 3 0 31 Jan 2022
Reducing language context confusion for end-to-end code-switching automatic speech recognition Shuai Zhang Jiangyan Yi Zhengkun Tian J. Tao Y. Yeung Liqun Deng 27 11 0 28 Jan 2022
Transfering Hierarchical Structure with Dual Meta Imitation Learning Chongkai Gao Yizhou Jiang F. Chen 30 8 0 28 Jan 2022
Global-Reasoned Multi-Task Learning Model for Surgical Scene Understanding Lalithkumar Seenivasan Sai Mitheran Mobarakol Islam Hongliang Ren 38 32 0 28 Jan 2022
Relieving Long-tailed Instance Segmentation via Pairwise Class Balance Yin-Yin He Peizhen Zhang Xiu-Shen Wei Xinming Zhang Jian Sun ISeg 35 24 0 08 Jan 2022
Sparse-softmax: A Simpler and Faster Alternative Softmax Transformation Shaoshi Sun Zhenyuan Zhang B. Huang Pengbin Lei Jianlin Su Shengfeng Pan Jiarun Cao UQCV 13 7 0 23 Dec 2021
Maximum Entropy on Erroneous Predictions (MEEP): Improving model calibration for medical image segmentation Agostina J. Larrazabal Cesar E. Martínez Jose Dolz Enzo Ferrante 19 15 0 22 Dec 2021
Controlling the Quality of Distillation in Response-Based Network Compression Vibhas Kumar Vats David J. Crandall 17 1 0 19 Dec 2021
Probabilistic Approach for Road-Users Detection Gledson Melotti Weihao Lu Pedro Conde Dezong Zhao A. Asvadi Nuno Gonçalves C. Premebida 27 2 0 02 Dec 2021
Structure-Aware Label Smoothing for Graph Neural Networks Yiwei Wang Yujun Cai Keli Zhang Wei Wang Henghui Ding Muhao Chen Jing Tang Bryan Hooi 34 3 0 01 Dec 2021
The Devil is in the Margin: Margin-based Label Smoothing for Network Calibration Bingyuan Liu Ismail Ben Ayed Adrian Galdran Jose Dolz UQCV 28 65 0 30 Nov 2021
Efficient Anomaly Detection Using Self-Supervised Multi-Cue Tasks Loic Jezequel Ngoc-Son Vu Jean Beaudet A. Histace 32 19 0 24 Nov 2021
Learning to Generalize Compositionally by Transferring Across Semantic Parsing Tasks Wang Zhu Peter Shaw Tal Linzen Fei Sha 35 7 0 09 Nov 2021
Improved Regularization and Robustness for Fine-tuning in Neural Networks Dongyue Li Hongyang R. Zhang NoLa 55 54 0 08 Nov 2021
LTD: Low Temperature Distillation for Robust Adversarial Training Erh-Chung Chen Che-Rung Lee AAML 27 26 0 03 Nov 2021
Regularization by Misclassification in ReLU Neural Networks Elisabetta Cornacchia Jan Hązła Ido Nachum Amir Yehudayoff NoLa 25 2 0 03 Nov 2021
Iterative Teaching by Label Synthesis Weiyang Liu Zhen Liu Hanchen Wang Liam Paull Bernhard Schölkopf Adrian Weller 48 16 0 27 Oct 2021
AugMax: Adversarial Composition of Random Augmentations for Robust Training Haotao Wang Chaowei Xiao Jean Kossaifi Zhiding Yu Anima Anandkumar Zhangyang Wang 27 106 0 26 Oct 2021
Constrained Mean Shift for Representation Learning Ajinkya Tejankar Soroush Abbasi Koohpayegani Hamed Pirsiavash SSL 45 0 0 19 Oct 2021
Sharpness-Aware Minimization Improves Language Model Generalization Dara Bahri H. Mobahi Yi Tay 133 98 0 16 Oct 2021
Language Modelling via Learning to Rank A. Frydenlund Gagandeep Singh Frank Rudzicz 45 7 0 13 Oct 2021
Tutorial on Deep Learning for Human Activity Recognition Marius Bock Alexander Hoelzemann Michael Moeller Kristof Van Laerhoven BDL HAI 6 2 0 13 Oct 2021
Understanding of Emotion Perception from Art Digbalay Bose Krishna Somandepalli Souvik Kundu Rimita Lahiri Jonathan Gratch Shrikanth Narayanan 17 4 0 13 Oct 2021
Generating Disentangled Arguments with Prompts: A Simple Event Extraction Framework that Works Jinghui Si Xutan Peng Chen Li Haotian Xu Jianxin Li 19 10 0 09 Oct 2021
2nd Place Solution to Google Landmark Retrieval 2021 Yuqi Zhang Xianzhe Xu Weihua Chen Yaohua Wang Fangyi Zhang Wang Fan Li Hao 3DPC 3DV 25 8 0 08 Oct 2021
An Investigation of the Effectiveness of Phase for Audio Classification Shunsuke Hidaka Kohei Wakamiya T. Kaburagi 23 4 0 06 Oct 2021
Improving Uncertainty of Deep Learning-based Object Classification on Radar Spectra using Label Smoothing Kanil Patel William H. Beluch K. Rambach Michael Pfeiffer B. Yang UQCV 38 9 0 27 Sep 2021
WRENCH: A Comprehensive Benchmark for Weak Supervision Jieyu Zhang Yue Yu Yinghao Li Yujing Wang Yaming Yang Mao Yang Alexander Ratner 22 111 0 23 Sep 2021
The Unreasonable Effectiveness of the Final Batch Normalization Layer Veysel Kocaman O. M. Shir T. Baeck 18 1 0 18 Sep 2021
NORESQA: A Framework for Speech Quality Assessment using Non-Matching References Pranay Manocha Buye Xu Anurag Kumar 35 44 0 16 Sep 2021
Navigation-Oriented Scene Understanding for Robotic Autonomy: Learning to Segment Driveability in Egocentric Images Galadrielle Humblot-Renaux Letizia Marchegiani T. Moeslund Rikke Gade SSeg EgoV 34 15 0 15 Sep 2021
Sequential Attention Module for Natural Language Processing Mengyuan Zhou Jian Ma Haiqing Yang Lian-Xin Jiang Yang Mo AI4TS 27 2 0 07 Sep 2021
Robust fine-tuning of zero-shot models Mitchell Wortsman Gabriel Ilharco Jong Wook Kim Mike Li Simon Kornblith ... Raphael Gontijo-Lopes Hannaneh Hajishirzi Ali Farhadi Hongseok Namkoong Ludwig Schmidt VLM 64 691 0 04 Sep 2021
Compact representations of convolutional neural networks via weight pruning and quantization Giosuè Cataldo Marinò A. Petrini D. Malchiodi Marco Frasca MQ 21 4 0 28 Aug 2021
Learning to Give Checkable Answers with Prover-Verifier Games Cem Anil Guodong Zhang Yuhuai Wu Roger C. Grosse 24 15 0 27 Aug 2021
Stop Throwing Away Discriminators! Re-using Adversaries for Test-Time Training Gabriele Valvano Andrea Leo Sotirios A. Tsaftaris TTA 36 8 0 26 Aug 2021
DeepSleepNet-Lite: A Simplified Automatic Sleep Stage Scoring Model with Uncertainty Estimates Luigi Fiorillo Paolo Favaro F. Faraci 36 79 0 24 Aug 2021