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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 80518100 of 9051 papers

TitleStatusHype
ParaBank: Monolingual Bitext Generation and Sentential Paraphrasing via Lexically-constrained Neural Machine Translation0
A Universal Density Matrix Functional from Molecular Orbital-Based Machine Learning: Transferability across Organic Molecules0
The statistical Minkowski distances: Closed-form formula for Gaussian Mixture Models0
Ensembles of feedforward-designed convolutional neural networks0
DPPNet: Approximating Determinantal Point Processes with Deep Networks0
Spectrum-Diverse Neuroevolution with Unified Neural ModelsCode0
Hierarchical Reinforcement Learning via Advantage-Weighted Information MaximizationCode0
AVA-ActiveSpeaker: An Audio-Visual Dataset for Active Speaker DetectionCode1
Learning From Less Data: A Unified Data Subset Selection and Active Learning Framework for Computer Vision0
Demystifying Multi-Faceted Video Summarization: Tradeoff Between Diversity,Representation, Coverage and Importance0
Photo-Sketching: Inferring Contour Drawings from ImagesCode0
Judge the Judges: A Large-Scale Evaluation Study of Neural Language Models for Online Review GenerationCode0
Finger-GAN: Generating Realistic Fingerprint Images Using Connectivity Imposed GAN0
Latent Filter Scaling for Multimodal Unsupervised Image-to-Image Translation0
A Hybrid Genetic Algorithm for the Traveling Salesman Problem with DroneCode0
Variational Cross-domain Natural Language Generation for Spoken Dialogue SystemsCode0
Max-Diversity Distributed Learning: Theory and Algorithms0
Generating Diverse and Meaningful CaptionsCode0
SwipeCut: Interactive Segmentation with Diversified Seed Proposals0
Toward Multimodal Model-Agnostic Meta-Learning0
Adversarial Inference for Multi-Sentence Video DescriptionCode0
Lenia - Biology of Artificial LifeCode2
On the potential for open-endedness in neural networks0
Iris-GAN: Learning to Generate Realistic Iris Images Using Convolutional GAN0
Adversarial Learning of Semantic Relevance in Text to Image Synthesis0
Genesis of the alpha beta T-cell receptor0
Taking the Scenic Route: Automatic Exploration for Videogames0
Observing the Population Dynamics in GE by means of the Intrinsic Dimension0
Teacher-Student Compression with Generative Adversarial NetworksCode0
Towards Continuous Domain adaptation for Healthcare0
FaceFeat-GAN: a Two-Stage Approach for Identity-Preserving Face Synthesis0
Towards Accurate Generative Models of Video: A New Metric & ChallengesCode1
A Wasserstein GAN model with the total variational regularization0
Generating Diverse Programs with Instruction Conditioned Reinforced Adversarial Learning0
Ego-Downward and Ambient Video based Person Location Association0
Diverse Ensemble Evolution: Curriculum Data-Model Marriage0
Efficient nonmyopic batch active search0
Toddler-Inspired Visual Object Learning0
Maximum-Entropy Fine Grained Classification0
Community structures in allelopathic interaction networks: an eco-evolutionary approach0
Patterning the insect eye: from stochastic to deterministic mechanisms0
A new system-wide diversity measure for recommendations with efficient algorithms0
Are All Training Examples Created Equal? An Empirical Study0
The Graph-Based Behavior-Aware Recommendation for Interactive NewsCode0
GDPP: Learning Diverse Generations Using Determinantal Point ProcessCode0
Molecular Sets (MOSES): A Benchmarking Platform for Molecular Generation ModelsCode0
GP-CNAS: Convolutional Neural Network Architecture Search with Genetic Programming0
GANtruth - an unpaired image-to-image translation method for driving scenarios0
AI Fairness for People with Disabilities: Point of View0
InstaNAS: Instance-aware Neural Architecture SearchCode0
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