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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 60516100 of 9051 papers

TitleStatusHype
A Graph-based Approach for Mitigating Multi-sided Exposure Bias in Recommender Systems0
Predicting the diversity of early epidemic spread on networks0
Learning Invariant Representation with Consistency and Diversity for Semi-supervised Source Hypothesis TransferCode1
Keiki: Towards Realistic Danmaku Generation via Sequential GANsCode1
FBC-GAN: Diverse and Flexible Image Synthesis via Foreground-Background Composition0
GradDiv: Adversarial Robustness of Randomized Neural Networks via Gradient Diversity Regularization0
Comparing PCG metrics with Human Evaluation in Minecraft Settlement Generation0
"Garbage In, Garbage Out" Revisited: What Do Machine Learning Application Papers Report About Human-Labeled Training Data?Code0
Multiple-criteria Based Active Learning with Fixed-size Determinantal Point Processes0
The Price of Diversity0
Diversity as a By-Product: Goal-oriented Language Generation Leads to Linguistic Variation0
Effective Social Chatbot Strategies for Increasing User Initiative0
Normalizing Flow based Hidden Markov Models for Classification of Speech Phones with ExplainabilityCode0
An Investigation of the (In)effectiveness of Counterfactually Augmented DataCode0
Phylogenetic Diversity Rankings in the Face of Extinctions: the Robustness of the Fair Proportion Index0
Controllable Open-ended Question Generation with A New Question Type OntologyCode1
Improving Human Motion Prediction Through Continual Learning0
A Weather-Dependent Hybrid RF/FSO Satellite Communication for Improved Power Efficiency0
The Evolution of Out-of-Distribution Robustness Throughout Fine-Tuning0
ResViT: Residual vision transformers for multi-modal medical image synthesisCode1
Ethical AI-Powered Regression Test Selection0
Multimodal Shape Completion via IMLE0
A Diverse Corpus for Evaluating and Developing English Math Word Problem SolversCode1
Experience-Driven PCG via Reinforcement Learning: A Super Mario Bros StudyCode1
Augmented Shortcuts for Vision TransformersCode0
O2O-Afford: Annotation-Free Large-Scale Object-Object Affordance LearningCode1
Generalization of Reinforcement Learning with Policy-Aware Adversarial Data Augmentation0
Dizygotic Conditional Variational AutoEncoder for Multi-Modal and Partial Modality Absent Few-Shot Learning0
Blastocoel morphogenesis: a biophysics perspectiveCode0
An Efficient Asynchronous Batch Bayesian Optimization Approach for Analog Circuit Synthesis0
The Food Recognition Benchmark: Using DeepLearning to Recognize Food on Images0
RAILS: A Robust Adversarial Immune-inspired Learning SystemCode1
Post-Training Quantization for Vision Transformer0
Outage Performance Analysis of Widely Linear Receivers in Uplink Multi-user MIMO Systems0
Discovering Generalizable Skills via Automated Generation of Diverse Tasks0
UMIC: An Unreferenced Metric for Image Captioning via Contrastive LearningCode1
Semi-Supervised Deep Ensembles for Blind Image Quality AssessmentCode0
Fostering Diversity in Spatial Evolutionary Generative Adversarial Networks0
Projection-wise Disentangling for Fair and Interpretable Representation Learning: Application to 3D Facial Shape AnalysisCode0
Diversifying Semantic Image Synthesis and Editing via Class- and Layer-wise VAEsCode0
A Picture May Be Worth a Hundred Words for Visual Question Answering0
A new system for evaluating brand importance: A use case from the fashion industry0
A Deep Learning Approach to Private Data Sharing of Medical Images Using Conditional GANsCode0
PatentNet: A Large-Scale Incomplete Multiview, Multimodal, Multilabel Industrial Goods Image Database0
Neural Fashion Image Captioning : Accounting for Data DiversityCode1
On Minimizing Symbol Error Rate Over Fading Channels with Low-Resolution Quantization0
Domain-Smoothing Network for Zero-Shot Sketch-Based Image RetrievalCode1
On the Diversity and Limits of Human Explanations0
PALMAR: Towards Adaptive Multi-inhabitant Activity Recognition in Point-Cloud Technology0
Data Augmentation for Opcode Sequence Based Malware Detection0
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