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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 6401–6450 of 9051 papers

TitleStatusHype
Scaling-up Disentanglement for Image TranslationCode1
High-Fidelity Pluralistic Image Completion with TransformersCode1
Feature Weighted Non-negative Matrix Factorization—0
Generating Novel Scene Compositions from Single Images and VideosCode1
Diversity Regularized Interests Modeling for Recommender Systems—0
Are all outliers alike? On Understanding the Diversity of Outliers for Detecting OODs—0
A News Recommender System Considering Temporal Dynamics and Diversity—0
Unsupervised Contextual Paraphrase Generation using Lexical Control and Reinforcement Learning—0
Seed banks can help to maintain the diversity of interacting phytoplankton speciesCode0
Complementary Evidence Identification in Open-Domain Question Answering—0
Multimodal Motion Prediction with Stacked TransformersCode1
Evaluating Post-Training Compression in GANs using Locality-Sensitive Hashing—0
Unsupervised Learning of Depth Estimation and Visual Odometry for Sparse Light Field Cameras—0
A Deep Neural Network Surrogate Modeling Benchmark for Temperature Field Prediction of Heat Source LayoutCode0
Local Patch AutoAugment with Multi-Agent CollaborationCode1
Attribute Alignment: Controlling Text Generation from Pre-trained Language ModelsCode0
Compacting Deep Neural Networks for Internet of Things: Methods and Applications—0
Efficient Subsampling of Realistic Images From GANs Conditional on a Class or a Continuous VariableCode0
Quality Evolvability ES: Evolving Individuals With a Distribution of Well Performing and Diverse OffspringCode0
DFS: A Diverse Feature Synthesis Model for Generalized Zero-Shot Learning—0
Beyond Trivial Counterfactual Explanations with Diverse Valuable ExplanationsCode1
Large Scale Image Completion via Co-Modulated Generative Adversarial NetworksCode1
Action detection using a neural network elucidates the genetics of mouse grooming behaviorCode1
Diversified Multiscale Graph Learning with Graph Self-Correction—0
Interpretable Distance Metric Learning for Handwritten Chinese Character Recognition—0
Unconstrained Face-Mask & Face-Hand Datasets: Building a Computer Vision System to Help Prevent the Transmission of COVID-19Code1
Deep Dynamic Neural Network to trade-off between Accuracy and Diversity in a News Recommender System—0
DivCo: Diverse Conditional Image Synthesis via Contrastive Generative Adversarial NetworkCode1
A Systematic Review of Reproducibility Research in Natural Language ProcessingCode0
Modelling Behavioural Diversity for Learning in Open-Ended GamesCode1
Meta Learning for Multi-agent Communication—0
Improving Diversity of Neural Text Generation via Inverse Probability Weighting—0
Treatment Effect Estimation using Invariant Risk MinimizationCode1
Ensemble Learning with Manifold-Based Data Splitting for Noisy Label Correction—0
Conceptual capacity and effective complexity of neural networks—0
Seeking the Shape of Sound: An Adaptive Framework for Learning Voice-Face AssociationCode1
Discovering Diverse Solutions in Deep Reinforcement Learning by Maximizing State-Action-Based Mutual InformationCode0
Metapaths guided Neighbors aggregated Network for?Heterogeneous Graph Reasoning—0
Toward the Next Generation of News Recommender Systems—0
Topical Language Generation using TransformersCode1
Diverse Semantic Image Synthesis via Probability Distribution ModelingCode1
An Improved Two-Archive Evolutionary Algorithm for Constrained Multi-Objective Optimization—0
Wide Aspect Ratio Matching for Robust Face Detection—0
Chemistry-informed Macromolecule Graph Representation for Similarity Computation and Supervised Learning—0
Quantifying barley morphology using the Euler characteristic transform—0
Nondeterminism and Instability in Neural Network OptimizationCode0
Deep Generative Modelling: A Comparative Review of VAEs, GANs, Normalizing Flows, Energy-Based and Autoregressive Models—0
DI2: prior-free and multi-item discretization ofbiomedical data and its applicationsCode0
Adaptive Agent Architecture for Real-time Human-Agent Teaming—0
Representation Matters: Assessing the Importance of Subgroup Allocations in Training DataCode0
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