{"total":82,"rows":[{"id":"2203.05402","title":"Representation Compensation Networks for Continual Semantic Segmentation","created":"2022-03-10","cited_by_count":72,"area":null},{"id":"2207.00810","title":"Eliciting and Learning with Soft Labels from Every Annotator","created":"2022-07-02","cited_by_count":43,"area":null},{"id":"2105.03053","title":"Salient Objects in Clutter","created":"2021-05-07","cited_by_count":19,"area":null},{"id":"2201.02784","title":"Relieving Long-tailed Instance Segmentation via Pairwise Class Balance","created":"2022-01-08","cited_by_count":18,"area":null},{"id":"2208.02955","title":"ZLPR: A Novel Loss for Multi-label Classification","created":"2022-08-05","cited_by_count":16,"area":null},{"id":"2109.04574","title":"Speechformer: Reducing Information Loss in Direct Speech Translation","created":"2021-09-09","cited_by_count":15,"area":null},{"id":"2211.12222","title":"Event Transformer+. A multi-purpose solution for efficient event data processing","created":"2022-11-22","cited_by_count":13,"area":null},{"id":"2211.04625","title":"Soft Augmentation for Image Classification","created":"2022-11-09","cited_by_count":11,"area":null},{"id":"2203.01937","title":"BoMD: Bag of Multi-label Descriptors for Noisy Chest X-ray Classification","created":"2022-03-03","cited_by_count":9,"area":null},{"id":"2303.09767","title":"It Is All About Data: A Survey on the Effects of Data on Adversarial Robustness","created":"2023-03-17","cited_by_count":9,"area":null},{"id":"2410.22506","title":"AffectNet+: A Database for Enhancing Facial Expression Recognition with Soft-Labels","created":"2024-10-29","cited_by_count":9,"area":null},{"id":"2204.05535","title":"Open-set Text Recognition via Character-Context Decoupling","created":"2022-04-12","cited_by_count":8,"area":null},{"id":"2312.06273","title":"Regroup Median Loss for Combating Label Noise","created":"2023-12-11","cited_by_count":8,"area":null},{"id":"2404.04159","title":"Noisy Label Processing for Classification: A Survey","created":"2024-04-05","cited_by_count":8,"area":null},{"id":"2109.07245","title":"Navigation-Oriented Scene Understanding for Robotic Autonomy: Learning to Segment Driveability in Egocentric Images","created":"2021-09-15","cited_by_count":6,"area":null},{"id":"2209.04861","title":"Inverse Image Frequency for Long-tailed Image Recognition","created":"2022-09-11","cited_by_count":6,"area":null},{"id":"2211.15846","title":"LUMix: Improving Mixup by Better Modelling Label Uncertainty","created":"2022-11-29","cited_by_count":6,"area":null},{"id":"2310.16499","title":"Data Optimization in Deep Learning: A Survey","created":"2023-10-25","cited_by_count":6,"area":null},{"id":"2208.01997","title":"Convolutional Fine-Grained Classification with Self-Supervised Target Relation Regularization","created":"2022-08-03","cited_by_count":5,"area":null},{"id":"2212.10258","title":"In and Out-of-Domain Text Adversarial Robustness via Label Smoothing","created":"2022-12-20","cited_by_count":5,"area":null},{"id":"2112.00499","title":"Structure-Aware Label Smoothing for Graph Neural Networks","created":"2021-12-01","cited_by_count":4,"area":null},{"id":"2401.15500","title":"Data-Driven Estimation of the False Positive Rate of the Bayes Binary Classifier via Soft Labels","created":"2024-01-27","cited_by_count":4,"area":null},{"id":"2502.15798","title":"MaxSup: Overcoming Representation Collapse in Label Smoothing","created":"2025-02-18","cited_by_count":4,"area":null},{"id":"2106.13749","title":"Jitter: Random Jittering Loss Function","created":"2021-06-25","cited_by_count":3,"area":null},{"id":"2307.13539","title":"Model Calibration in Dense Classification with Adaptive Label Perturbation","created":"2023-07-25","cited_by_count":3,"area":null},{"id":"2107.11921","title":"Compensation Learning","created":"2021-07-26","cited_by_count":2,"area":null},{"id":"2209.00273","title":"Combating Noisy Labels in Long-Tailed Image Classification","created":"2022-09-01","cited_by_count":2,"area":null},{"id":"2401.16437","title":"A Benchmark Dataset for Tornado Detection and Prediction using Full-Resolution Polarimetric Weather Radar Data","created":"2024-01-26","cited_by_count":2,"area":null},{"id":"2404.17092","title":"Robust and Efficient Adversarial Defense in SNNs via Image Purification and Joint Detection","created":"2024-04-26","cited_by_count":2,"area":null},{"id":"2410.06134","title":"Adaptive Label Smoothing for Out-of-Distribution Detection","created":"2024-10-08","cited_by_count":2,"area":null},{"id":"2410.12860","title":"LLMD: A Large Language Model for Interpreting Longitudinal Medical Records","created":"2024-10-11","cited_by_count":2,"area":null},{"id":"2506.22843","title":"AG-VPReID 2025: Aerial-Ground Video-based Person Re-identification Challenge Results","created":"2025-06-28","cited_by_count":2,"area":null},{"id":"2109.14433","title":"Multi-loss ensemble deep learning for chest X-ray classification","created":"2021-09-29","cited_by_count":1,"area":null},{"id":"2112.12299","title":"A Robust Initialization of Residual Blocks for Effective ResNet Training without Batch Normalization","created":"2021-12-23","cited_by_count":1,"area":null},{"id":"2204.12024","title":"Reprint: a randomized extrapolation based on principal components for data augmentation","created":"2022-04-26","cited_by_count":1,"area":null},{"id":"2205.15265","title":"Going Beyond One-Hot Encoding in Classification: Can Human Uncertainty Improve Model Performance?","created":"2022-05-30","cited_by_count":1,"area":null},{"id":"2206.00913","title":"Improving the Robustness and Generalization of Deep Neural Network with Confidence Threshold Reduction","created":"2022-06-02","cited_by_count":1,"area":null},{"id":"2207.01216","title":"Solutions for Fine-grained and Long-tailed Snake Species Recognition in SnakeCLEF 2022","created":"2022-07-04","cited_by_count":1,"area":null},{"id":"2208.08570","title":"Object Detection for Autonomous Dozers","created":"2022-08-17","cited_by_count":1,"area":null},{"id":"2209.12684","title":"Soft-labeling Strategies for Rapid Sub-Typing","created":"2022-09-23","cited_by_count":1,"area":null},{"id":"2212.11511","title":"Confidence-Aware Paced-Curriculum Learning by Label Smoothing for Surgical Scene Understanding","created":"2022-12-22","cited_by_count":1,"area":null},{"id":"2302.03114","title":"From CAD models to soft point cloud labels: An automatic annotation pipeline for cheaply supervised 3D semantic segmentation","created":"2023-02-06","cited_by_count":1,"area":null},{"id":"2310.05202","title":"Enhancing Cross-Dataset Performance of Distracted Driving Detection With Score Softmax Classifier And Dynamic Gaussian Smoothing Supervision","created":"2023-10-08","cited_by_count":1,"area":null},{"id":"2403.10881","title":"Regularizing CNNs using Confusion Penalty Based Label Smoothing for Histopathology Images","created":"2024-03-16","cited_by_count":1,"area":null},{"id":"2405.05795","title":"Enhancing Suicide Risk Detection on Social Media through Semi-Supervised Deep Label Smoothing","created":"2024-05-09","cited_by_count":1,"area":null},{"id":"2407.06579","title":"NoisyAG-News: A Benchmark for Addressing Instance-Dependent Noise in Text Classification","created":"2024-07-09","cited_by_count":1,"area":null},{"id":"2503.18023","title":"Regularization of ML models for Earth systems by using longer model timesteps","created":"2025-03-23","cited_by_count":1,"area":null},{"id":"2510.20011","title":"Improving Predictive Confidence in Medical Imaging via Online Label Smoothing","created":"2025-10-22","cited_by_count":1,"area":null},{"id":"2602.12039","title":"The Implicit Bias of Logit Regularization","created":"2026-02-12","cited_by_count":1,"area":null},{"id":"2103.15383","title":"Selective Output Smoothing Regularization: Regularize Neural Networks by Softening Output Distributions","created":"2021-03-29","cited_by_count":0,"area":null},{"id":"2104.05547","title":"WHOSe Heritage: Classification of UNESCO World Heritage \"Outstanding Universal Value\" Documents with Soft Labels","created":"2021-04-12","cited_by_count":0,"area":null},{"id":"2111.12495","title":"Altering Backward Pass Gradients improves Convergence","created":"2021-11-24","cited_by_count":0,"area":null},{"id":"2203.00833","title":"Adaptive Discriminative Regularization for Visual Classification","created":"2022-03-02","cited_by_count":0,"area":null},{"id":"2211.10944","title":"Feature Weaken: Vicinal Data Augmentation for Classification","created":"2022-11-20","cited_by_count":0,"area":null},{"id":"2212.00585","title":"Soft Labels for Rapid Satellite Object Detection","created":"2022-12-01","cited_by_count":0,"area":null},{"id":"2302.14695","title":"Pushing One Pair of Labels Apart Each Time in Multi-Label Learning: From Single Positive to Full Labels","created":"2023-02-28","cited_by_count":0,"area":null},{"id":"2305.18680","title":"Improving Deep Representation Learning via Auxiliary Learnable Target Coding","created":"2023-05-30","cited_by_count":0,"area":null},{"id":"2308.05896","title":"Semantic-embedded Similarity Prototype for Scene Recognition","created":"2023-08-11","cited_by_count":0,"area":null},{"id":"2312.09030","title":"Dual Branch Network Towards Accurate Printed Mathematical Expression Recognition","created":"2023-12-14","cited_by_count":0,"area":null},{"id":"2402.16361","title":"Layer-wise Regularized Dropout for Neural Language Models","created":"2024-02-26","cited_by_count":0,"area":null},{"id":"2403.15694","title":"Group Benefits Instances Selection for Data Purification","created":"2024-03-23","cited_by_count":0,"area":null},{"id":"2404.16168","title":"The Over-Certainty Phenomenon in Modern Test-Time Adaptation Algorithms","created":"2024-04-24","cited_by_count":0,"area":null},{"id":"2406.00410","title":"Posterior Label Smoothing for Node Classification","created":"2024-06-01","cited_by_count":0,"area":null},{"id":"2406.12662","title":"Online Anchor-based Training for Image Classification Tasks","created":"2024-06-18","cited_by_count":0,"area":null},{"id":"2407.04243","title":"Exploration of Class Center for Fine-Grained Visual Classification","created":"2024-07-05","cited_by_count":0,"area":null},{"id":"2408.07264","title":"Lesion-aware network for diabetic retinopathy diagnosis","created":"2024-08-14","cited_by_count":0,"area":null},{"id":"2408.17010","title":"Improving Time Series Classification with Representation Soft Label Smoothing","created":"2024-08-30","cited_by_count":0,"area":null},{"id":"2410.10005","title":"SmoothSegNet: A Global-Local Framework for Liver Tumor Segmentation with Clinical KnowledgeInformed Label Smoothing","created":"2024-10-13","cited_by_count":0,"area":null},{"id":"2502.07273","title":"Variational Learning Induces Adaptive Label Smoothing","created":"2025-02-11","cited_by_count":0,"area":null},{"id":"2502.19692","title":"A Residual Multi-task Network for Joint Classification and Regression in Medical Imaging","created":"2025-02-27","cited_by_count":0,"area":null},{"id":"2504.15594","title":"Analytical Softmax Temperature Setting from Feature Dimensions for Model- and Domain-Robust Classification","created":"2025-04-22","cited_by_count":0,"area":null},{"id":"2505.07245","title":"REMEDI: Relative Feature Enhanced Meta-Learning with Distillation for Imbalanced Prediction","created":"2025-05-12","cited_by_count":0,"area":null},{"id":"2507.16427","title":"Combined Image Data Augmentations diminish the benefits of Adaptive Label Smoothing","created":"2025-07-22","cited_by_count":0,"area":null},{"id":"2508.01994","title":"Deeply Dual Supervised learning for melanoma recognition","created":"2025-08-04","cited_by_count":0,"area":null},{"id":"2508.06805","title":"Edge Detection for Organ Boundaries via Top Down Refinement and SubPixel Upsampling","created":"2025-08-09","cited_by_count":0,"area":null},{"id":"2508.06816","title":"DualResolution Residual Architecture with Artifact Suppression for Melanocytic Lesion Segmentation","created":"2025-08-09","cited_by_count":0,"area":null},{"id":"2508.06819","title":"VesselRW: Weakly Supervised Subcutaneous Vessel Segmentation via Learned Random Walk Propagation","created":"2025-08-09","cited_by_count":0,"area":null},{"id":"2508.14077","title":"Label Smoothing is a Pragmatic Information Bottleneck","created":"2025-08-12","cited_by_count":0,"area":null},{"id":"2509.05307","title":"Label Smoothing++: Enhanced Label Regularization for Training Neural Networks","created":"2025-08-22","cited_by_count":0,"area":null},{"id":"2601.08807","title":"S3-CLIP: Video Super Resolution for Person-ReID","created":"2026-01-13","cited_by_count":0,"area":null},{"id":"2607.02271","title":"AGVBench: A Reliability-Oriented Benchmark of Data Augmentation for Vein Recognition","created":"2026-07-02","cited_by_count":0,"area":null},{"id":"2607.28248","title":"Uncertainty quantification for trustworthy deep learning: Methods and measures","created":"2026-07-30","cited_by_count":0,"area":null}],"next_cursor":null}