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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 73517400 of 9051 papers

TitleStatusHype
MixPoet: Diverse Poetry Generation via Learning Controllable Mixed Latent Space0
Meta-CoTGAN: A Meta Cooperative Training Paradigm for Improving Adversarial Text Generation0
Customized Video QoE Estimation with Algorithm-Agnostic Transfer Learning0
A Multi-criteria Approach for Fast and Outlier-aware Representative Selection from Manifolds0
A Simulation Study of Bandit Algorithms to Address External Validity of Software Fault Prediction0
RNE: A Scalable Network Embedding for Billion-scale Recommendation0
Rainy screens: Collecting rainy datasets, indoors0
Diversity inducing Information Bottleneck in Model EnsemblesCode0
Dispersal-induced instability in complex ecosystems0
Discovering Representations for Black-box OptimizationCode0
Quality Diversity for Multi-task OptimizationCode1
An Empirical Investigation of Pre-Trained Transformer Language Models for Open-Domain Dialogue GenerationCode1
Gradient-based adversarial attacks on categorical sequence models via traversing an embedded world0
ProGen: Language Modeling for Protein GenerationCode1
Dropout Strikes Back: Improved Uncertainty Estimation via Diversity SamplingCode0
Learning the Designer's Preferences to Drive Evolution0
Interactive Constrained MAP-Elites: Analysis and Evaluation of the Expressiveness of the Feature DimensionsCode0
On the Role of Conceptualization in Commonsense Knowledge Graph ConstructionCode1
Diverse and Admissible Trajectory Forecasting through Multimodal Context UnderstandingCode1
Hierarchical Modes Exploring in Generative Adversarial Networks0
Stochastic Linear Contextual Bandits with Diverse Contexts0
Combating noisy labels by agreement: A joint training method with co-regularizationCode1
QED: using Quality-Environment-Diversity to evolve resilient robot swarmsCode0
Rethinking Parameter Counting in Deep Models: Effective Dimensionality RevisitedCode1
Data Augmentation using Pre-trained Transformer ModelsCode1
A Deep Learning Method for Complex Human Activity Recognition Using Virtual Wearable Sensors0
Anytime Inference with Distilled Hierarchical Neural EnsemblesCode0
Scaling MAP-Elites to Deep NeuroevolutionCode1
LiDARNet: A Boundary-Aware Domain Adaptation Model for Point Cloud Semantic Segmentation0
Iterative Averaging in the Quest for Best Test Error0
Learning Texture Invariant Representation for Domain Adaptation of Semantic SegmentationCode1
The Data Science Fire Next Time: Innovative strategies for mentoring in data science0
Differential Evolution with Individuals Redistribution for Real Parameter Single Objective Optimization0
Say As You Wish: Fine-grained Control of Image Caption Generation with Abstract Scene GraphsCode1
Towards Identifying and closing Gaps in Assurance of autonomous Road vehicleS -- a collection of Technical Notes Part 10
Using a thousand optimization tasks to learn hyperparameter search strategies0
Analysis of diversity-accuracy tradeoff in image captioningCode1
SkinAugment: Auto-Encoding Speaker Conversions for Automatic Speech TranslationCode0
MNN: A Universal and Efficient Inference EngineCode3
PaDGAN: A Generative Adversarial Network for Performance Augmented Diverse DesignsCode1
MagnifierNet: Towards Semantic Adversary and Fusion for Person Re-identificationCode0
Forming Diverse Teams from Sequentially Arriving People0
Diversity-Based Generalization for Unsupervised Text Classification under Domain ShiftCode0
Deep Representation Learning on Long-tailed Data: A Learnable Embedding Augmentation Perspective0
PointAugment: an Auto-Augmentation Framework for Point Cloud ClassificationCode1
Reliable Fidelity and Diversity Metrics for Generative ModelsCode1
DotFAN: A Domain-transferred Face Augmentation Network for Pose and Illumination Invariant Face Recognition0
Shared optical wireless cells for in-cabin aircraft links0
Indicator & crowding Distance-Based Evolutionary Algorithm for Combined Heat and Power Economic Emission Dispatch0
Towards Robust and Reproducible Active Learning Using Neural NetworksCode1
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