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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 59516000 of 9051 papers

TitleStatusHype
Deep Single Image Deraining using An Asymetric Cycle Generative and Adversarial Framework0
Effective Urban Region Representation Learning Using Heterogeneous Urban Graph Attention Network (HUGAT)0
Study of Feature Importance for Quantum Machine Learning Models0
Towards Simple and Accurate Human Pose Estimation with Stair Network0
On the ideas of the origin of eukaryotes: a critical review0
3D-Aware Indoor Scene Synthesis with Depth Priors0
Point Cloud Generation with Continuous Conditioning0
How to Fill the Optimum Set? Population Gradient Descent with Harmless Diversity0
Total consensus under high reproductive-variance conditions0
Deep Ensembles Work, But Are They Necessary?Code0
Data standardization for robust lip sync0
Privacy protection based on mask template0
PQuAD: A Persian Question Answering Dataset0
Distribution augmentation for low-resource expressive text-to-speech0
Multi-level Latent Space Structuring for Generative Control0
Fast Rates in Pool-Based Batch Active Learning0
Deep soccer captioning with transformer: dataset, semantics-related losses, and multi-level evaluation0
Improving performance of aircraft detection in satellite imagery while limiting the labelling effort: Hybrid active learning0
Consistency and Diversity induced Human Motion Segmentation0
Techtile -- Open 6G R&D Testbed for Communication, Positioning, Sensing, WPT and Federated Learning0
MOST-Net: A Memory Oriented Style Transfer Network for Face Sketch Synthesis0
Nonmyopic Multiclass Active Search with Diminishing Returns for Diverse Discovery0
Building Synthetic Speaker Profiles in Text-to-Speech Systems0
Multi-Objective Quality Diversity OptimizationCode0
Gaussian Graphical Models as an Ensemble Method for Distributed Gaussian Processes0
MAML and ANIL Provably Learn Representations0
A Coalition Formation Game Approach for Personalized Federated Learning0
Non-Coherent MIMO-OFDM Uplink empowered by the Spatial Diversity in Reflecting Surfaces0
Quality-diversity for aesthetic evolution0
Exploring the Feature Space of TSP Instances Using Quality Diversity0
Brain Cancer Survival Prediction on Treatment-na ive MRI using Deep Anchor Attention Learning with Vision Transformer0
Spatial Diversity in Radar Detection via Active Reconfigurable Intelligent Surfaces0
Privacy-Aware Crowd Labelling for Machine Learning Tasks0
Improving Screening Processes via Calibrated Subset SelectionCode0
Deep Learning for Ultrasound Speed-of-Sound Reconstruction: Impacts of Training Data Diversity on Stability and Robustness0
Learning Collective Action under Risk Diversity0
Augmenting Novelty Search with a Surrogate Model to Engineer Meta-Diversity in Ensembles of Classifiers0
Does Transliteration Help Multilingual Language Modeling?Code0
Outage performance analysis of RIS-assisted UAV wireless systems under disorientation and misalignment0
The Effect of Diversity in Meta-LearningCode0
Low-Complexity Linear Diversity-Combining Detector for MIMO-OTFS0
Exploring Global Diversity and Local Context for Video Summarization0
Visualizing the Diversity of Representations Learned by Bayesian Neural Networks0
Improving robustness and calibration in ensembles with diversity regularization0
TrustAL: Trustworthy Active Learning using Knowledge Distillation0
Feature Diversity Learning with Sample Dropout for Unsupervised Domain Adaptive Person Re-identification0
Diversity Enhancement via Magnitude0
Niching-based Evolutionary Diversity Optimization for the Traveling Salesperson ProblemCode0
Diversity in the Music Listening Experience: Insights from Focus Group Interviews0
Addressing the Intra-class Mode Collapse Problem using Adaptive Input Image Normalization in GAN-based X-ray Images0
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