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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 75517600 of 9051 papers

TitleStatusHype
Indiscapes: Instance Segmentation Networks for Layout Parsing of Historical Indic ManuscriptsCode0
C-Flow: Conditional Generative Flow Models for Images and 3D Point Clouds0
Balancing Accuracy and Diversity in Recommendations using Matrix Completion Framework0
Is Feature Diversity Necessary in Neural Network Initialization?Code0
Non-linearity identification for construction workers' personality-safety behaviour predictive relationship using neural network and linear regression modelling0
Unsupervised Neural Dialect Translation with Commonality and Diversity ModelingCode0
Collecting Entailment Data for Pretraining: New Protocols and Negative Results0
Neural Module Networks for Reasoning over TextCode0
Learning a Neural 3D Texture Space from 2D ExemplarsCode0
DCIL: Deep Contextual Internal Learning for Image Restoration and Image Retargeting0
VideoDG: Generalizing Temporal Relations in Videos to Novel DomainsCode0
A Real-time Global Inference Network for One-stage Referring Expression ComprehensionCode0
PidginUNMT: Unsupervised Neural Machine Translation from West African Pidgin to EnglishCode0
Differentially Private Synthetic Mixed-Type Data Generation For Unsupervised LearningCode0
Effective Data Augmentation Approaches to End-to-End Task-Oriented Dialogue0
Smartphone Multi-modal Biometric Authentication: Database and Evaluation0
Enhancing Relation Extraction Using Syntactic Indicators and Sentential ContextsCode0
Robust Deep Learning Based Sentiment Classification of Code-Mixed Text0
Diversifying Inference Path Selection: Moving-Mobile-Network for Landmark Recognition0
Variational Structured Semantic Inference for Diverse Image Captioning0
Cascading Hybrid Bandits: Online Learning to Rank for Relevance and Diversity0
Flow-based Image-to-Image Translation with Feature Disentanglement0
HSCJN: A Holistic Semantic Constraint Joint Network for Diverse Response Generation0
Twin Auxilary Classifiers GANCode0
Error-Correcting Output Codes with Ensemble Diversity for Robust Learning in Neural Networks0
Dual-Attention Graph Convolutional Network0
DiversityGAN: Diversity-Aware Vehicle Motion Prediction via Latent Semantic Sampling0
Relevance-Promoting Language Model for Short-Text Conversation0
Multi-View Multiple Clusterings using Deep Matrix Factorization0
Domain-Aware Dynamic Networks0
Meta Adaptation using Importance Weighted Demonstrations0
A Discrete CVAE for Response Generation on Short-Text Conversation0
Analysis of Evolutionary Behavior in Self-Learning Media Search Engines0
Generating Diverse Translation by Manipulating Multi-Head Attention0
Rule Extraction in Unsupervised Anomaly Detection for Model Explainability: Application to OneClass SVMCode0
Deep Active Learning: Unified and Principled Method for Query and TrainingCode0
Simple yet Effective Way for Improving the Performance of GAN0
Complexity and Diversity in Sparse Code Priors Improve Receptive Field Characterization of Macaque V1 Neurons0
Grassmannian Packings in Neural Networks: Learning with Maximal Subspace Packings for Diversity and Anti-Sparsity0
Learning to Synthesize Fashion Textures0
The Proper Care and Feeding of CAMELS: How Limited Training Data Affects Streamflow PredictionCode0
DE/RM-MEDA: A New Hybrid Multi-Objective Generator0
CatGAN: Category-aware Generative Adversarial Networks with Hierarchical Evolutionary Learning for Category Text GenerationCode0
Empirical Study of Off-Policy Policy Evaluation for Reinforcement LearningCode0
Capturing the Production of the Innovative Ideas: An Online Social Network Experiment and "Idea Geography" Visualization0
IRIS: Implicit Reinforcement without Interaction at Scale for Learning Control from Offline Robot Manipulation Data0
Allowing for equal opportunities for artists in music recommendation0
Double cycle-consistent generative adversarial network for unsupervised conditional generation0
Creating Auxiliary Representations from Charge Definitions for Criminal Charge Prediction0
Diversity by Phonetics and its Application in Neural Machine Translation0
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