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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

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Showing 5451–5500 of 9051 papers

TitleStatusHype
Agree to Disagree: Diversity through Disagreement for Better TransferabilityCode1
Techtile -- Open 6G R&D Testbed for Communication, Positioning, Sensing, WPT and Federated Learning—0
Nonmyopic Multiclass Active Search with Diminishing Returns for Diverse Discovery—0
MOST-Net: A Memory Oriented Style Transfer Network for Face Sketch Synthesis—0
Exploring Inter-Channel Correlation for Diversity-preserved KnowledgeDistillationCode1
Approximating Gradients for Differentiable Quality Diversity in Reinforcement LearningCode1
Building Synthetic Speaker Profiles in Text-to-Speech Systems—0
Gaussian Graphical Models as an Ensemble Method for Distributed Gaussian Processes—0
MAML and ANIL Provably Learn Representations—0
Multi-Objective Quality Diversity OptimizationCode0
Red Teaming Language Models with Language ModelsCode1
Leveraging Approximate Symbolic Models for Reinforcement Learning via Skill DiversityCode1
A Coalition Formation Game Approach for Personalized Federated Learning—0
Non-Coherent MIMO-OFDM Uplink empowered by the Spatial Diversity in Reflecting Surfaces—0
Quality-diversity for aesthetic evolution—0
Exploring the Feature Space of TSP Instances Using Quality Diversity—0
TIML: Task-Informed Meta-Learning for AgricultureCode1
Privacy-Aware Crowd Labelling for Machine Learning Tasks—0
Spatial Diversity in Radar Detection via Active Reconfigurable Intelligent Surfaces—0
Brain Cancer Survival Prediction on Treatment-na ive MRI using Deep Anchor Attention Learning with Vision Transformer—0
Accelerated Quality-Diversity through Massive ParallelismCode2
Lipschitz-constrained Unsupervised Skill DiscoveryCode1
Improving Screening Processes via Calibrated Subset SelectionCode0
Deep Learning for Ultrasound Speed-of-Sound Reconstruction: Impacts of Training Data Diversity on Stability and Robustness—0
CIC: Contrastive Intrinsic Control for Unsupervised Skill DiscoveryCode1
Trajectory balance: Improved credit assignment in GFlowNetsCode2
NeuralTailor: Reconstructing Sewing Pattern Structures from 3D Point Clouds of GarmentsCode1
Don't Change the Algorithm, Change the Data: Exploratory Data for Offline Reinforcement LearningCode1
Learning Collective Action under Risk Diversity—0
Augmenting Novelty Search with a Surrogate Model to Engineer Meta-Diversity in Ensembles of Classifiers—0
Does Transliteration Help Multilingual Language Modeling?Code0
Variational Neural Cellular AutomataCode1
Any-Play: An Intrinsic Augmentation for Zero-Shot CoordinationCode1
You Only Cut Once: Boosting Data Augmentation with a Single CutCode1
Outage performance analysis of RIS-assisted UAV wireless systems under disorientation and misalignment—0
Low-Complexity Linear Diversity-Combining Detector for MIMO-OTFS—0
The Effect of Diversity in Meta-LearningCode0
Exploring Global Diversity and Local Context for Video Summarization—0
Anomaly Detection via Reverse Distillation from One-Class EmbeddingCode2
Variational Model Inversion AttacksCode1
Improving robustness and calibration in ensembles with diversity regularization—0
TrustAL: Trustworthy Active Learning using Knowledge Distillation—0
Visualizing the Diversity of Representations Learned by Bayesian Neural Networks—0
Diversity in the Music Listening Experience: Insights from Focus Group Interviews—0
Addressing the Intra-class Mode Collapse Problem using Adaptive Input Image Normalization in GAN-based X-ray Images—0
Towards Objective Metrics for Procedurally Generated Video Game LevelsCode1
Feature Diversity Learning with Sample Dropout for Unsupervised Domain Adaptive Person Re-identification—0
Niching-based Evolutionary Diversity Optimization for the Traveling Salesperson ProblemCode0
Diversity Enhancement via Magnitude—0
ShapeFormer: Transformer-based Shape Completion via Sparse RepresentationCode2
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