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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 5901–5950 of 9051 papers

TitleStatusHype
Semantic-diversity transfer network for generalized zero-shot learning via inner disagreement based OOD detector—0
Ask to Understand: Question Generation for Multi-hop Question Answering—0
Structurally Diverse Sampling for Sample-Efficient Training and Comprehensive EvaluationCode0
Fantastic Style Channels and Where to Find Them: A Submodular Framework for Discovering Diverse Directions in GANs—0
On Redundancy and Diversity in Cell-based Neural Architecture SearchCode0
Self-Supervised Deep Learning to Enhance Breast Cancer Detection on Screening Mammography—0
PMAL: Open Set Recognition via Robust Prototype Mining—0
Towards Afrocentric NLP for African Languages: Where We Are and Where We Can Go—0
SUPERB-SG: Enhanced Speech processing Universal PERformance Benchmark for Semantic and Generative Capabilities—0
Towards Analyzing the Bias of News Recommender Systems Using Sentiment and Stance Detection—0
Peng Cheng Object Detection Benchmark for Smart City—0
Annotation Efficient Person Re-Identification with Diverse Cluster-Based Pair Selection—0
Language Diversity: Visible to Humans, Exploitable by Machines—0
Predicting conversion of mild cognitive impairment to Alzheimer's disease—0
Pointillism: Accurate 3D bounding box estimation with multi-radars—0
Piloting Diversity and Inclusion Workshops in Artificial Intelligence and Robotics for ChildrenCode0
Teleconnection patterns of different El Niño types revealed by climate network curvature—0
Building and curating conversational corpora for diversity-aware language science and technology—0
Modeling Field-level Factor Interactions for Fashion Recommendation—0
Diversifying Agent's Behaviors in Interactive Decision Models—0
EAG: Extract and Generate Multi-way Aligned Corpus for Complete Multi-lingual Neural Machine Translation—0
Provable and Efficient Continual Representation LearningCode0
Monitoring Diversity of AI Conferences: Lessons Learnt and Future Challenges in the DivinAI ProjectCode0
Deep Latent-Variable Models for Text Generation—0
Transfer Dynamics in Emergent Evolutionary Curricula—0
An Instance Space Analysis of Constrained Multi-Objective Optimization Problems—0
Learning in Sparse Rewards settings through Quality-Diversity algorithms—0
DeepAutoPIN: An automorphism orbits based deep neural network for characterizing the organizational diversity of protein interactomes across the tree of life—0
Improving the Diversity of Bootstrapped DQN by Replacing Priors With Noise—0
Uncertainty categories in medical image segmentation: a study of source-related diversity—0
The evolutionary stability of partial migration with Allee effects—0
One-shot Ultra-high-Resolution Generative Adversarial Network That Synthesizes 16K Images On A Single GPU—0
Learning Semantic Segmentation from Multiple Datasets with Label Shifts—0
Review of research on fireworks algorithm—0
Rethinking and Refining the Distinct MetricCode0
Texture Characterization of Histopathologic Images Using Ecological Diversity Measures and Discrete Wavelet Transform—0
MetaVA: Curriculum Meta-learning and Pre-fine-tuning of Deep Neural Networks for Detecting Ventricular Arrhythmias based on ECGs—0
Active Learning for Point Cloud Semantic Segmentation via Spatial-Structural Diversity Reasoning—0
SonOpt: Sonifying Bi-objective Population-Based Optimization AlgorithmsCode0
Loss as the Inconsistency of a Probabilistic Dependency Graph: Choose Your Model, Not Your Loss Function—0
Multi-view Intent Disentangle Graph Networks for Bundle RecommendationCode0
Prune and Tune Ensembles: Low-Cost Ensemble Learning With Sparse Independent SubnetworksCode0
ReverseORC: Reverse Engineering of Resizable User Interface Layouts with OR-Constraints—0
SLOGAN: Handwriting Style Synthesis for Arbitrary-Length and Out-of-Vocabulary Text—0
Diversity patterns and speciation processes in a two-island system with continuous migrationCode0
Near Perfect GAN Inversion—0
Robust Hierarchical Patterns for identifying MDD patients: A Multisite Study—0
Location-based Initial Access for Wireless Power Transfer with Physically Large Arrays—0
MIST GAN: Modality Imputation Using Style Transfer for MRI—0
Diversity in deep generative models and generative AICode0
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