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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 34263450 of 9051 papers

TitleStatusHype
An Optimism-based Approach to Online Evaluation of Generative Models0
Beyond the Norms: Detecting Prediction Errors in Regression Models0
Systematic evaluation of the isolated effect of tissue environment on the transcriptome using a single-cell RNA-seq atlas dataset0
CVQA: Culturally-diverse Multilingual Visual Question Answering Benchmark0
Curating Grounded Synthetic Data with Global Perspectives for Equitable AI0
Optimisation of federated learning settings under statistical heterogeneity variations0
mHuBERT-147: A Compact Multilingual HuBERT ModelCode0
UnSupDLA: Towards Unsupervised Document Layout Analysis0
SSCL-IDS: Enhancing Generalization of Intrusion Detection with Self-Supervised Contrastive LearningCode0
Learning Continually by Spectral Regularization0
The Effect of Training Dataset Size on Discriminative and Diffusion-Based Speech Enhancement Systems0
Data Augmentation in Earth Observation: A Diffusion Model Approach0
Contrastive Learning from Synthetic Audio Doppelgängers0
Robust portfolio optimization for recommender systems considering uncertainty of estimated statistics0
An Efficient Framework for Crediting Data Contributors of Diffusion Models0
Can Prompt Modifiers Control Bias? A Comparative Analysis of Text-to-Image Generative Models0
Diverse 3D Human Pose Generation in Scenes based on Decoupled Structure0
Creativity Has Left the Chat: The Price of Debiasing Language Models0
Regularized Training with Generated Datasets for Name-Only Transfer of Vision-Language ModelsCode0
Select-Mosaic: Data Augmentation Method for Dense Small Object ScenesCode0
Baking Symmetry into GFlowNets0
CTSyn: A Foundational Model for Cross Tabular Data Generation0
Language Guided Skill Discovery0
CityCraft: A Real Crafter for 3D City Generation0
HateDebias: On the Diversity and Variability of Hate Speech Debiasing0
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