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When Does Label Smoothing Help?
v1v2v3 (latest)

When Does Label Smoothing Help?

Neural Information Processing Systems (NeurIPS), 2019
6 June 2019
Rafael Müller
Simon Kornblith
Geoffrey E. Hinton
    UQCV
ArXiv (abs)PDFHTML

Papers citing "When Does Label Smoothing Help?"

50 / 987 papers shown
Deep Neural Network approaches for Analysing Videos of Music
  Performances
Deep Neural Network approaches for Analysing Videos of Music Performances
F. Liwicki
Richa Upadhyay
Prakash Chandra Chhipa
Killian Murphy
F. Visi
S. Östersjö
Marcus Liwicki
159
1
0
05 May 2022
Attention-based Knowledge Distillation in Multi-attention Tasks: The
  Impact of a DCT-driven Loss
Attention-based Knowledge Distillation in Multi-attention Tasks: The Impact of a DCT-driven Loss
Alejandro López-Cifuentes
Marcos Escudero-Viñolo
Jesús Bescós
Juan C. Sanmiguel
219
1
0
04 May 2022
Quality-Aware Decoding for Neural Machine Translation
Quality-Aware Decoding for Neural Machine TranslationNorth American Chapter of the Association for Computational Linguistics (NAACL), 2022
Patrick Fernandes
António Farinhas
Ricardo Rei
José G. C. de Souza
Perez Ogayo
Graham Neubig
Marcely Zanon Boito
264
61
0
02 May 2022
The Implicit Length Bias of Label Smoothing on Beam Search Decoding
The Implicit Length Bias of Label Smoothing on Beam Search Decoding
Bowen Liang
Pidong Wang
Yuan Cao
214
1
0
02 May 2022
A Challenging Benchmark of Anime Style Recognition
A Challenging Benchmark of Anime Style Recognition
Haotang Li
S. Guo
Kailin Lyu
Xiao Yang
Tianchen Chen
Jianqing Zhu
Huanqiang Zeng
CVBM
199
7
0
29 Apr 2022
Label Anchored Contrastive Learning for Language Understanding
Label Anchored Contrastive Learning for Language UnderstandingNorth American Chapter of the Association for Computational Linguistics (NAACL), 2022
Zhenyu Zhang
Yuming Zhao
Meng Chen
Xiaodong He
185
17
0
26 Apr 2022
Boundary Smoothing for Named Entity Recognition
Boundary Smoothing for Named Entity RecognitionAnnual Meeting of the Association for Computational Linguistics (ACL), 2022
Enwei Zhu
Jinpeng Li
193
89
0
26 Apr 2022
Reprint: a randomized extrapolation based on principal components for
  data augmentation
Reprint: a randomized extrapolation based on principal components for data augmentationSocial Science Research Network (SSRN), 2022
Jiale Wei
Qiyuan Chen
Pai Peng
Benjamin Guedj
Le Li
187
2
0
26 Apr 2022
6GAN: IPv6 Multi-Pattern Target Generation via Generative Adversarial
  Nets with Reinforcement Learning
6GAN: IPv6 Multi-Pattern Target Generation via Generative Adversarial Nets with Reinforcement LearningIEEE Conference on Computer Communications (INFOCOM), 2021
Tianyu Cui
Gaopeng Gou
G. Xiong
Chang Liu
Peipei Fu
Zhen Li
GAN
83
43
0
21 Apr 2022
DistPro: Searching A Fast Knowledge Distillation Process via Meta
  Optimization
DistPro: Searching A Fast Knowledge Distillation Process via Meta OptimizationEuropean Conference on Computer Vision (ECCV), 2022
XueQing Deng
Dawei Sun
Shawn D. Newsam
Peng Wang
162
10
0
12 Apr 2022
Reducing Model Jitter: Stable Re-training of Semantic Parsers in
  Production Environments
Reducing Model Jitter: Stable Re-training of Semantic Parsers in Production EnvironmentsSIGDIAL Conferences (SIGDIAL), 2022
Christopher Hidey
Fei Liu
Rahul Goel
225
4
0
10 Apr 2022
Robust Cross-Modal Representation Learning with Progressive
  Self-Distillation
Robust Cross-Modal Representation Learning with Progressive Self-DistillationComputer Vision and Pattern Recognition (CVPR), 2022
A. Andonian
Shixing Chen
Raffay Hamid
VLM
267
65
0
10 Apr 2022
Decompositional Generation Process for Instance-Dependent Partial Label
  Learning
Decompositional Generation Process for Instance-Dependent Partial Label LearningNeural Information Processing Systems (NeurIPS), 2021
Congyu Qiao
Ning Xu
Xin Geng
327
96
0
08 Apr 2022
Solving ImageNet: a Unified Scheme for Training any Backbone to Top
  Results
Solving ImageNet: a Unified Scheme for Training any Backbone to Top Results
T. Ridnik
Hussam Lawen
Emanuel Ben-Baruch
Asaf Noy
239
12
0
07 Apr 2022
Jacobian Norm for Unsupervised Source-Free Domain Adaptation
Jacobian Norm for Unsupervised Source-Free Domain Adaptation
Weikai Li
Meng Cao
Songcan Chen
193
8
0
07 Apr 2022
BMD: A General Class-balanced Multicentric Dynamic Prototype Strategy
  for Source-free Domain Adaptation
BMD: A General Class-balanced Multicentric Dynamic Prototype Strategy for Source-free Domain AdaptationEuropean Conference on Computer Vision (ECCV), 2022
Sanqing Qu
Guang Chen
Jing Zhang
Zhijun Li
Wei He
Dacheng Tao
TTA
216
73
0
06 Apr 2022
Overcoming Catastrophic Forgetting in Incremental Object Detection via
  Elastic Response Distillation
Overcoming Catastrophic Forgetting in Incremental Object Detection via Elastic Response DistillationComputer Vision and Pattern Recognition (CVPR), 2022
Tao Feng
Mang Wang
Hangjie Yuan
ObjDCLL
244
125
0
05 Apr 2022
DAD: Data-free Adversarial Defense at Test Time
DAD: Data-free Adversarial Defense at Test Time
Gaurav Kumar Nayak
Ruchit Rawal
Anirban Chakraborty
AAML
191
14
0
04 Apr 2022
Constrained Sequence-to-Tree Generation for Hierarchical Text
  Classification
Constrained Sequence-to-Tree Generation for Hierarchical Text ClassificationAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2022
Chao Yu
Yi Shen
Yue Mao
Longjun Cai
236
25
0
02 Apr 2022
Dynamic Supervisor for Cross-dataset Object Detection
Dynamic Supervisor for Cross-dataset Object Detection
Ze Chen
Zhihang Fu
Jianqiang Huang
Mingyuan Tao
Sheng-Gang Li
Rongxin Jiang
Xiang Tian
Yao-wu Chen
Xiansheng Hua
180
0
0
01 Apr 2022
BRIO: Bringing Order to Abstractive Summarization
BRIO: Bringing Order to Abstractive SummarizationAnnual Meeting of the Association for Computational Linguistics (ACL), 2022
Yixin Liu
Pengfei Liu
Dragomir R. Radev
Graham Neubig
304
309
0
31 Mar 2022
Fine-Grained Object Classification via Self-Supervised Pose Alignment
Fine-Grained Object Classification via Self-Supervised Pose AlignmentComputer Vision and Pattern Recognition (CVPR), 2022
Xuhui Yang
Yaowei Wang
Ke Chen
Yong-mei Xu
Yonghong Tian
3DPCSSL
190
67
0
30 Mar 2022
Improving Generalization of Deep Neural Network Acoustic Models with
  Length Perturbation and N-best Based Label Smoothing
Improving Generalization of Deep Neural Network Acoustic Models with Length Perturbation and N-best Based Label SmoothingInterspeech (Interspeech), 2022
Xiaodong Cui
G. Saon
Tohru Nagano
Masayuki Suzuki
Takashi Fukuda
Brian Kingsbury
Gakuto Kurata
228
8
0
29 Mar 2022
Learning to segment fetal brain tissue from noisy annotations
Learning to segment fetal brain tissue from noisy annotations
Davood Karimi
C. Rollins
C. Velasco-Annis
Abdelhakim Ouaalam
Ali Gholipour
187
33
0
25 Mar 2022
A Stitch in Time Saves Nine: A Train-Time Regularizing Loss for Improved
  Neural Network Calibration
A Stitch in Time Saves Nine: A Train-Time Regularizing Loss for Improved Neural Network CalibrationComputer Vision and Pattern Recognition (CVPR), 2022
R. Hebbalaguppe
Jatin Prakash
Neelabh Madan
Chetan Arora
UQCV
177
54
0
25 Mar 2022
Input-specific Attention Subnetworks for Adversarial Detection
Input-specific Attention Subnetworks for Adversarial DetectionFindings (Findings), 2022
Emil Biju
Anirudh Sriram
Pratyush Kumar
Mitesh M Khapra
AAML
158
5
0
23 Mar 2022
Geometry-Aware Supertagging with Heterogeneous Dynamic Convolutions
Geometry-Aware Supertagging with Heterogeneous Dynamic Convolutions
Konstantinos Kogkalidis
M. Moortgat
230
10
0
23 Mar 2022
Learning Confidence for Transformer-based Neural Machine Translation
Learning Confidence for Transformer-based Neural Machine TranslationAnnual Meeting of the Association for Computational Linguistics (ACL), 2022
Yu Lu
Jiali Zeng
Jiajun Zhang
Shuangzhi Wu
Mu Li
187
9
0
22 Mar 2022
LEReg: Empower Graph Neural Networks with Local Energy Regularization
LEReg: Empower Graph Neural Networks with Local Energy RegularizationInternational Conference on Information and Knowledge Management (CIKM), 2021
Xiaojun Ma
Hanyue Chen
Guojie Song
181
4
0
20 Mar 2022
Confidence Calibration for Intent Detection via Hyperspherical Space and
  Rebalanced Accuracy-Uncertainty Loss
Confidence Calibration for Intent Detection via Hyperspherical Space and Rebalanced Accuracy-Uncertainty LossAAAI Conference on Artificial Intelligence (AAAI), 2022
Yantao Gong
Cao Liu
Fan Yang
Xunliang Cai
Guanglu Wan
Jiansong Chen
Weipeng Zhang
Houfeng Wang
UQCV
172
4
0
17 Mar 2022
Mixing Up Contrastive Learning: Self-Supervised Representation Learning
  for Time Series
Mixing Up Contrastive Learning: Self-Supervised Representation Learning for Time SeriesPattern Recognition Letters (PR), 2022
Kristoffer Wickstrøm
Michael C. Kampffmeyer
Karl Øyvind Mikalsen
Robert Jenssen
SSLAI4TS
113
118
0
17 Mar 2022
Reducing Flipping Errors in Deep Neural Networks
Reducing Flipping Errors in Deep Neural NetworksAAAI Conference on Artificial Intelligence (AAAI), 2022
Xiang Deng
Yun Xiao
Bo Long
Zhongfei Zhang
AAML
141
4
0
16 Mar 2022
Surrogate Gap Minimization Improves Sharpness-Aware Training
Surrogate Gap Minimization Improves Sharpness-Aware TrainingInternational Conference on Learning Representations (ICLR), 2022
Juntang Zhuang
Boqing Gong
Liangzhe Yuan
Huayu Chen
Hartwig Adam
Nicha Dvornek
S. Tatikonda
James Duncan
Ting Liu
306
196
0
15 Mar 2022
On the Calibration of Pre-trained Language Models using Mixup Guided by
  Area Under the Margin and Saliency
On the Calibration of Pre-trained Language Models using Mixup Guided by Area Under the Margin and SaliencyAnnual Meeting of the Association for Computational Linguistics (ACL), 2022
Seohong Park
Cornelia Caragea
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232
44
0
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On the benefits of knowledge distillation for adversarial robustness
On the benefits of knowledge distillation for adversarial robustness
Javier Maroto
Guillermo Ortiz-Jiménez
P. Frossard
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192
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0
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RecursiveMix: Mixed Learning with History
RecursiveMix: Mixed Learning with HistoryNeural Information Processing Systems (NeurIPS), 2022
Lingfeng Yang
Xiang Li
Borui Zhao
Renjie Song
Jian Yang
VLM
179
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0
14 Mar 2022
Detection of multiple retinal diseases in ultra-widefield fundus images
  using deep learning: data-driven identification of relevant regions
Detection of multiple retinal diseases in ultra-widefield fundus images using deep learning: data-driven identification of relevant regions
Justin Engelmann
Alice D. McTrusty
Ian J. C. MacCormick
Emma Pead
Amos Storkey
Miguel O. Bernabeu
MedIm
96
3
0
11 Mar 2022
Enhancing Adversarial Training with Second-Order Statistics of Weights
Enhancing Adversarial Training with Second-Order Statistics of WeightsComputer Vision and Pattern Recognition (CVPR), 2022
Gao Jin
Xinping Yi
Wei Huang
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Xiaowei Huang
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203
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0
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Knowledge Distillation as Efficient Pre-training: Faster Convergence,
  Higher Data-efficiency, and Better Transferability
Knowledge Distillation as Efficient Pre-training: Faster Convergence, Higher Data-efficiency, and Better TransferabilityComputer Vision and Pattern Recognition (CVPR), 2022
Ruifei He
Shuyang Sun
Jihan Yang
Song Bai
Xiaojuan Qi
247
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0
10 Mar 2022
Source-free Video Domain Adaptation by Learning Temporal Consistency for
  Action Recognition
Source-free Video Domain Adaptation by Learning Temporal Consistency for Action RecognitionEuropean Conference on Computer Vision (ECCV), 2022
Yuecong Xu
Jianfei Yang
Haozhi Cao
Keyu Wu
Ruibing Jin
Zhenghua Chen
TTA
230
39
0
09 Mar 2022
Focus on the Target's Vocabulary: Masked Label Smoothing for Machine
  Translation
Focus on the Target's Vocabulary: Masked Label Smoothing for Machine TranslationAnnual Meeting of the Association for Computational Linguistics (ACL), 2022
Liang Chen
Runxin Xu
Baobao Chang
144
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06 Mar 2022
Better Supervisory Signals by Observing Learning Paths
Better Supervisory Signals by Observing Learning PathsInternational Conference on Learning Representations (ICLR), 2022
Yi Ren
Shangmin Guo
Danica J. Sutherland
146
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BoMD: Bag of Multi-label Descriptors for Noisy Chest X-ray
  Classification
BoMD: Bag of Multi-label Descriptors for Noisy Chest X-ray ClassificationIEEE International Conference on Computer Vision (ICCV), 2022
Yuanhong Chen
Fengbei Liu
Hu Wang
Chong Wang
Yu Tian
Yuyuan Liu
G. Carneiro
NoLa
338
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Adaptive Discriminative Regularization for Visual Classification
Adaptive Discriminative Regularization for Visual ClassificationInternational Journal of Computer Vision (IJCV), 2022
Qingsong Zhao
Yi Wang
Shuguang Dou
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241
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02 Mar 2022
MRI-GAN: A Generalized Approach to Detect DeepFakes using Perceptual
  Image Assessment
MRI-GAN: A Generalized Approach to Detect DeepFakes using Perceptual Image Assessment
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121
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Retrieval Augmented Classification for Long-Tail Visual Recognition
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Visual Attention Network
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ViTVLM
481
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Meta Knowledge Distillation
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Jihao Liu
Boxiao Liu
Jiaming Song
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271
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Generating Training Data with Language Models: Towards Zero-Shot
  Language Understanding
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Yu Meng
Jiaxin Huang
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SyDa
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Team Cogitat at NeurIPS 2021: Benchmarks for EEG Transfer Learning
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104
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