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Papers
Beyond Soft Label: Dataset Distillation via Orthogonal Gradient Matching
CVPR 2026
Rethinking Dataset Distillation: Hard Truths about Soft Labels
CVPR 2026
SCORE: Soft Label Compression-Centric Dataset Condensation via Coding Rate Optimization
WACV 2026
SimLabel: Similarity-Weighted Semi-supervision for Multi-annotator Learning with Missing Labels
AAAI 2026
A Bit of This, a Bit of That: Building a Genre and Topic Annotated Dataset of Historical Newspaper Articles with Soft Labels and Confidence Scores
NAACL 2025
Augmented and Softened Matching for Unsupervised Visible-Infrared Person Re-Identification
ICCV 2025
Boosting Class Representation via Semantically Related Instances for Robust Long-Tailed Learning with Noisy Labels
ICCV 2025
Can Large Language Models Understand You Better? An MBTI Personality Detection Dataset Aligned with Population Traits
COLING 2025
Generalized Category Discovery via Reciprocal Learning and Class-Wise Distribution Regularization
ICML 2025
GIFT: Unlocking Full Potential of Labels in Distilled Dataset at Near-zero Cost
ICLR 2025
Image-Level Regression for Uncertainty-Aware Retinal Image Segmentation
WACV 2025
McMaster at LeWiDi-2025: Demographic-Aware RoBERTa
EMNLP 2025
Perspectives in Play: A Multi-Perspective Approach for More Inclusive NLP Systems
IJCAI 2025
Prompting Metaphoricity: Soft Labeling with Large Language Models in Popular Communication of Science Tweets in Spanish
ACL 2025
Self-Relaxed Joint Training: Sample Selection for Severity Estimation with Ordinal Noisy Labels
WACV 2025
SynQ: Accurate Zero-shot Quantization by Synthesis-aware Fine-tuning
ICLR 2025
Teacher-Free Knowledge Distillation for Improving Short-Utterance Spoken Language Identification
Interspeech 2025
Unsupervised Hallucination Detection by Inspecting Reasoning Processes
EMNLP 2025
A Label is Worth A Thousand Images in Dataset Distillation
NeurIPS 2024
An Aggregation-Free Federated Learning for Tackling Data Heterogeneity
CVPR 2024
Are Large-scale Soft Labels Necessary for Large-scale Dataset Distillation?
NeurIPS 2024
Automated Sperm Assessment Framework and Neural Network Specialized for Sperm Video Recognition
WACV 2024
C2KD: Bridging the Modality Gap for Cross-Modal Knowledge Distillation
CVPR 2024
Decoupled Kullback-Leibler Divergence Loss
NeurIPS 2024
Geometric-Averaged Preference Optimization for Soft Preference Labels
NeurIPS 2024