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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 74017450 of 9051 papers

TitleStatusHype
New Datasets and a Benchmark of Document Network Embedding Methods for Scientific Expert FindingCode0
Data Dieting in GAN Training0
Trying AGAIN instead of Trying Longer: Prior Learning for Automatic Curriculum Learning0
TextGAIL: Generative Adversarial Imitation Learning for Text Generation0
Improving the Robustness of QA Models to Challenge Sets with Variational Question-Answer Pair GenerationCode0
Predicting Camera Viewpoint Improves Cross-dataset Generalization for 3D Human Pose Estimation0
SNR-Based Features and Diverse Training Data for Robust DNN-Based Speech Enhancement0
The World is Not Binary: Learning to Rank with Grayscale Data for Dialogue Response Selection0
Syntax-driven Iterative Expansion Language Models for Controllable Text Generation0
Finding Black Cat in a Coal Cellar -- Keyphrase Extraction & Keyphrase-Rubric Relationship Classification from Complex AssignmentsCode0
Characterizing Halloumi cheese bacterial communities through metagenomic analysis0
Consistent Multiple Sequence Decoding0
Scheduling for Cellular Federated Edge Learning with Importance and Channel Awareness0
Leveraging User-Diversity in Energy-Efficient Edge-Facilitated Collaborative Fog Computing0
Managing Diversity in Airbnb Search0
Pathological Retinal Region Segmentation From OCT Images Using Geometric Relation Based Augmentation0
A Swiss German Dictionary: Variation in Speech and Writing0
Stochastic single-particle based simulations of cellular signaling embedded into computational models of cellular morphology0
Re-purposing Heterogeneous Generative Ensembles with Evolutionary ComputationCode0
Extending a Tag-based Collaborative Recommender with Co-occurring Information Interests0
Streaming Networks: Increase Noise Robustness and Filter Diversity via Hard-wired and Input-induced Sparsity0
Ensemble Forecasting of Monthly Electricity Demand using Pattern Similarity-based Methods0
Gradient-based Data Augmentation for Semi-Supervised Learning0
Sorting Big Data by Revealed Preference with Application to College Ranking0
Integrating Informativeness, Representativeness and Diversity in Pool-Based Sequential Active Learning for Regression0
Ecological communities from random generalised Lotka-Volterra dynamics with non-linear feedback0
Auto-Ensemble: An Adaptive Learning Rate Scheduling based Deep Learning Model Ensembling0
Learning Compact Reward for Image Captioning0
Utilizing Differential Evolution into optimizing targeted cancer treatments0
Palm-GAN: Generating Realistic Palmprint Images Using Total-Variation Regularized GAN0
Distinguishing Cell Phenotype Using Cell EpigenotypeCode0
Diversity, Density, and Homogeneity: Quantitative Characteristic Metrics for Text Collections0
The generalized Price equation: forces that change population statistics0
Local Implicit Grid Representations for 3D ScenesCode0
Federated Visual Classification with Real-World Data DistributionCode0
The Engagement-Diversity Connection: Evidence from a Field Experiment on Spotify0
PTP: Parallelized Tracking and Prediction with Graph Neural Networks and Diversity Sampling0
Boosting Unconstrained Face Recognition with Auxiliary Unlabeled Data0
Cytology Image Analysis Techniques Towards Automation: Systematically Revisited0
Pool-Based Unsupervised Active Learning for Regression Using Iterative Representativeness-Diversity Maximization (iRDM)0
Many-Objective Estimation of Distribution Optimization Algorithm Based on WGAN-GP0
ActiLabel: A Combinatorial Transfer Learning Framework for Activity Recognition0
GMM-UNIT: Unsupervised Multi-Domain and Multi-Modal Image-to-Image Translation via Attribute Gaussian Mixture ModelingCode0
Imperialist Competitive Algorithm with Independence and Constrained Assimilation for Solving 0-1 Multidimensional Knapsack Problem0
Interactive Neural Style Transfer with ArtistsCode0
MixPoet: Diverse Poetry Generation via Learning Controllable Mixed Latent Space0
Meta-CoTGAN: A Meta Cooperative Training Paradigm for Improving Adversarial Text Generation0
A Multi-criteria Approach for Fast and Outlier-aware Representative Selection from Manifolds0
Customized Video QoE Estimation with Algorithm-Agnostic Transfer Learning0
A Simulation Study of Bandit Algorithms to Address External Validity of Software Fault Prediction0
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