conftrace_

soft label

94 papers

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knowledge distillation (3725) text classification (6793) representation learning (6206) data augmentation (3052) large language model (13587) neural network (6616) label noise (498) natural language processing (2034) contrastive learning (4032) model compression (3302)

Papers

Leveraging Ensemble Diversity for Robust Self-Training in the Presence of Sample Selection Bias AISTATS 2024
Soften to Defend: Towards Adversarial Robustness via Self-Guided Label Refinement CVPR 2024
An Aggregation-Free Federated Learning for Tackling Data Heterogeneity CVPR 2024
Geometric-Averaged Preference Optimization for Soft Preference Labels NIPS 2024
Automated Sperm Assessment Framework and Neural Network Specialized for Sperm Video Recognition WACV 2024
Soft-Label Integration for Robust Toxicity Classification NIPS 2024
Don’t waste a single annotation: improving single-label classifiers through soft labels EMNLP 2023
Deeply Supervised Curriculum Learning for Deep Neural Network-based Sound Source Localization INTERSPEECH 2023
InstructoR: Instructing Unsupervised Conversational Dense Retrieval with Large Language Models EMNLP 2023
MaskCon: Masked Contrastive Learning for Coarse-Labelled Dataset CVPR 2023
SemEval-2023 Task 11: Learning with Disagreements (LeWiDi) SEMEVAL 2023
On the informativeness of supervision signals UAI 2023
SafeWebUH at SemEval-2023 Task 11: Learning Annotator Disagreement in Derogatory Text: Comparison of Direct Training vs Aggregation SEMEVAL 2023
FerKD: Surgical Label Adaptation for Efficient Distillation ICCV 2023
From Knowledge Distillation to Self-Knowledge Distillation: A Unified Approach with Normalized Loss and Customized Soft Labels ICCV 2023
Enhanced Soft Label for Semi-Supervised Semantic Segmentation ICCV 2023
ViLTA: Enhancing Vision-Language Pre-training through Textual Augmentation ICCV 2023
University at Buffalo at SemEval-2023 Task 11: MASDA–Modelling Annotator Sensibilities through DisAggregation ACL 2023
Lon-eå at SemEval-2023 Task 11: A Comparison of Activation Functions for Soft and Hard Label Prediction ACL 2023
Distilling Calibrated Knowledge for Stance Detection ACL 2023
BiCro: Noisy Correspondence Rectification for Multi-Modality Data via Bi-Directional Cross-Modal Similarity Consistency CVPR 2023
Rethinking Label Refurbishment: Model Robustness under Label Noise AAAI 2023
Predicting Customer Satisfaction with Soft Labels for Ordinal Classification ACL 2023
Learning From Biased Soft Labels NIPS 2023
Similarity Contrastive Estimation for Self-Supervised Soft Contrastive Learning WACV 2023