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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 82518300 of 9051 papers

TitleStatusHype
Measuring the Diversity of Automatic Image DescriptionsCode0
Corpus-based Content Construction0
Summarization Evaluation in the Absence of Human Model Summaries Using the Compositionality of Word Embeddings0
Adversarial Multi-lingual Neural Relation ExtractionCode0
MEMD: A Diversity-Promoting Learning Framework for Short-Text Conversation0
A Prospective-Performance Network to Alleviate Myopia in Beam Search for Response Generation0
Gender Privacy: An Ensemble of Semi Adversarial Networks for Confounding Arbitrary Gender Classifiers0
Dropout-GAN: Learning from a Dynamic Ensemble of Discriminators0
Experimental Results of a 3D Millimeter-Wave Compressive-Reflector-Antenna Imaging System0
Improving Sequential Determinantal Point Processes for Supervised Video Summarization0
A small Griko-Italian speech translation corpus0
Medical Image Synthesis for Data Augmentation and Anonymization using Generative Adversarial Networks0
Divide and Grow: Capturing Huge Diversity in Crowd Images with Incrementally Growing CNN0
Video Storytelling: Textual Summaries for Events0
How good is my GAN?0
Prototype Discovery using Quality-Diversity0
Flow-Grounded Spatial-Temporal Video Prediction from Still ImagesCode0
A Novel ILP Framework for Summarizing Content with High Lexical Variety0
Big data analyses reveal patterns and drivers of the movements of southern elephant seals0
Examining Scientific Writing Styles from the Perspective of Linguistic Complexity0
3D-LMNet: Latent Embedding Matching for Accurate and Diverse 3D Point Cloud Reconstruction from a Single ImageCode0
User Fairness in Recommender Systems0
Knowledge-aware Autoencoders for Explainable Recommender Sytems0
Analysis and Modeling of Behavioral Changes in a News Service0
Entropy and Energy Detection-based Spectrum Sensing over F Composite Fading Channels0
Assessing fish abundance from underwater video using deep neural networks0
Efficiently Secure Broadcasting in 5G Wireless Fog-Based-Fronthaul Networks0
A Many-Objective Evolutionary Algorithm Based on Decomposition and Local Dominance0
Computing recommendations via a Knowledge Graph-aware AutoencoderCode0
Instance-based entropy fuzzy support vector machine for imbalanced data0
Variational Capsules for Image Analysis and Synthesis0
How Local is the Local Diversity? Reinforcing Sequential Determinantal Point Processes with Dynamic Ground Sets for Supervised Video Summarization0
A Combined CNN and LSTM Model for Arabic Sentiment Analysis0
Quality Diversity Through SurpriseCode0
Sequence-to-Sequence Data Augmentation for Dialogue Language UnderstandingCode0
Curiosity Driven Exploration of Learned Disentangled Goal SpacesCode0
Diversity in Machine Learning0
Deep Architectures and Ensembles for Semantic Video Classification0
Stochastic Channel Decorrelation Network and Its Application to Visual Tracking0
Dynamic Swarm Dispersion in Particle Swarm Optimization for Mining Unsearched Area in Solution Space (DSDPSO)0
Named Entity Recognition With Parallel Recurrent Neural NetworksCode0
Neural User Simulation for Corpus-based Policy Optimisation of Spoken Dialogue Systems0
A Neural Approach to Pun Generation0
A Delay-tolerant Proximal-Gradient Algorithm for Distributed Learning0
Enhancement of Encoder and Attention Using Target Monolingual Corpora in Neural Machine Translation0
Biomedical Event Extraction Using Convolutional Neural Networks and Dependency Parsing0
Improving Topic Quality by Promoting Named Entities in Topic Modeling0
Proportional Allocation: Simple, Distributed, and Diverse Matching with High Entropy0
Constrained Interacting Submodular Groupings0
High Diversity Attribute Guided Face Generation with GANs0
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