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Diversity

Diversity in data sampling is crucial across various use cases, including search, recommendation systems, and more. Ensuring diverse samples means capturing a wide range of variations and perspectives, which leads to more robust, unbiased, and comprehensive models. In search use cases, for instance, diversity helps avoid redundancy, ensuring that users are exposed to a broader set of relevant information rather than repeated similar results.

Papers

Showing 13261350 of 9051 papers

TitleStatusHype
LTL2Action: Generalizing LTL Instructions for Multi-Task RLCode1
AuGPT: Auxiliary Tasks and Data Augmentation for End-To-End Dialogue with Pre-Trained Language ModelsCode1
Bacteriophage classification for assembled contigs using Graph Convolutional NetworkCode1
DOA Estimation with Non-Uniform Linear Arrays: A Phase-Difference Projection ApproachCode1
Co-Mixup: Saliency Guided Joint Mixup with Supermodular DiversityCode1
Multilingual LAMA: Investigating Knowledge in Multilingual Pretrained Language ModelsCode1
Underwater Image Enhancement via Learning Water Type Desensitized RepresentationsCode1
MultiRocket: Multiple pooling operators and transformations for fast and effective time series classificationCode1
LSOIE: A Large-Scale Dataset for Supervised Open Information ExtractionCode1
ParaSCI: A Large Scientific Paraphrase Dataset for Longer Paraphrase GenerationCode1
Salient Object Detection via Integrity LearningCode1
COVID-Net CT-2: Enhanced Deep Neural Networks for Detection of COVID-19 from Chest CT Images Through Bigger, More Diverse LearningCode1
MLGO: a Machine Learning Guided Compiler Optimizations FrameworkCode1
FII-CenterNet: An Anchor-Free Detector With Foreground Attention for Traffic Object DetectionCode1
Learning from Synthetic Shadows for Shadow Detection and RemovalCode1
ALL Snow Removed: Single Image Desnowing Algorithm Using Hierarchical Dual-Tree Complex Wavelet Representation and Contradict Channel LossCode1
Exploring Inter-Channel Correlation for Diversity-Preserved Knowledge DistillationCode1
DISCOS: Bridging the Gap between Discourse Knowledge and Commonsense KnowledgeCode1
StyleFormer: Real-Time Arbitrary Style Transfer via Parametric Style CompositionCode1
ARBERT & MARBERT: Deep Bidirectional Transformers for ArabicCode1
Multi-Decoder Attention Model with Embedding Glimpse for Solving Vehicle Routing ProblemsCode1
Three Ways to Improve Semantic Segmentation with Self-Supervised Depth EstimationCode1
StrokeGAN: Reducing Mode Collapse in Chinese Font Generation via Stroke EncodingCode1
Unsupervised Summarization for Chat Logs with Topic-Oriented Ranking and Context-Aware Auto-EncodersCode1
Fork or Fail: Cycle-Consistent Training with Many-to-One MappingsCode1
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