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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 76017650 of 9051 papers

TitleStatusHype
Scaling Robot Supervision to Hundreds of Hours with RoboTurk: Robotic Manipulation Dataset through Human Reasoning and Dexterity0
Multidataset Independent Subspace Analysis with Application to Multimodal FusionCode0
Pre-train and Plug-in: Flexible Conditional Text Generation with Variational Auto-EncodersCode0
Learning to Few-Shot Learn Across Diverse Natural Language Classification TasksCode0
Sequential Recommendation with Dual Side Neighbor-based Collaborative Relation ModelingCode0
Using LSTMs for climate change assessment studies on droughts and floods0
Zero-Shot Paraphrase Generation with Multilingual Language Models0
Automatic Identification of Traditional Colombian Music Genres based on Audio Content Analysis and Machine Learning TechniqueCode0
Probing Contextualized Sentence Representations with Visual Awareness0
Ensembles of Locally Independent Prediction ModelsCode0
Maximum Entropy Diverse Exploration: Disentangling Maximum Entropy Reinforcement Learning0
Hierarchy Response Learning for Neural Conversation Generation0
Multi-Domain Goal-Oriented Dialogues (MultiDoGO): Strategies toward Curating and Annotating Large Scale Dialogue Data0
Exploring Diverse Expressions for Paraphrase Generation0
Improving Neural Machine Translation Robustness via Data Augmentation: Beyond Back-TranslationCode0
Large-Scale, Diverse, Paraphrastic Bitexts via Sampling and Clustering0
Multilingual Whispers: Generating Paraphrases with Translation0
Tkol, Httt, and r/radiohead: High Affinity Terms in Reddit Communities0
LexicalAT: Lexical-Based Adversarial Reinforcement Training for Robust Sentiment Classification0
Generating Sentential Arguments from Diverse Perspectives on Controversial TopicCode0
Diversity-aware Event Prediction based on a Conditional Variational Autoencoder with Reconstruction0
Predicting the Politics of an Image Using Webly Supervised DataCode0
Learning to Customize Model Structures for Few-shot Dialogue Generation TasksCode0
SignCol: Open-Source Software for Collecting Sign Language GesturesCode0
Dreaddit: A Reddit Dataset for Stress Analysis in Social MediaCode0
Comprehensive Video Understanding: Video summarization with content-based video recommender design0
When does Diversity Help Generalization in Classification Ensembles?0
Not even wrong: Reply to Wagg et al0
Unsupervised inference approach to facial attractiveness0
Roles of repertoire diversity in robustness of humoral immune response0
Lexicographic Choice Under Variable Capacity Constraints0
Trend-responsive User Segmentation Enabling Traceable Publishing Insights. A Case Study of a Real-world Large-scale News Recommendation System0
Online News Media Website Ranking Using User Generated Content0
Non-Centralized Navigation for Source Localization by Cooperative UAVs0
Recurrent Autoencoder with Skip Connections and Exogenous Variables for Traffic ForecastingCode0
Diverse Video Captioning Through Latent Variable Expansion0
ViGGO: A Video Game Corpus for Data-To-Text Generation in Open-Domain Conversation0
Primary and secondary anti-viral response captured by the dynamics and phenotype of individual T cell clones0
Fast Hardware-Aware Neural Architecture Search0
Polymorphism in rapidly-changing cyclic environment0
Circulant Binary Convolutional Networks: Enhancing the Performance of 1-bit DCNNs with Circulant Back Propagation0
Recognizing long-form speech using streaming end-to-end models0
A Unified Statistical Model for Atmospheric Turbulence-Induced Fading in Orbital Angular Momentum Multiplexed FSO Systems0
CNN-based Analog CSI Feedback in FDD MIMO-OFDM Systems0
Diversifying Database Activity Monitoring with Bandits0
Unsupervised Boosting-based Autoencoder Ensembles for Outlier DetectionCode0
A Complexity Efficient DMT-Optimal Tree Pruning Based Sphere Decoding0
The Deepfake Detection Challenge (DFDC) Preview Dataset0
Evolutionary Dynamic Multi-objective Optimization Via Regression Transfer Learning0
Diversity in Fashion Recommendation using Semantic ParsingCode0
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