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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 72517300 of 9051 papers

TitleStatusHype
A Decomposition-based Large-scale Multi-modal Multi-objective Optimization Algorithm0
Keyphrase Generation with Cross-Document AttentionCode1
Have you forgotten? A method to assess if machine learning models have forgotten data0
The State and Fate of Linguistic Diversity and Inclusion in the NLP WorldCode0
Landmark Detection and 3D Face Reconstruction for Caricature using a Nonlinear Parametric ModelCode1
Evolving Diverse Sets of Tours for the Travelling Salesperson Problem0
On the Encoder-Decoder Incompatibility in Variational Text Modeling and BeyondCode0
AD-Cluster: Augmented Discriminative Clustering for Domain Adaptive Person Re-identification0
Exclusive Hierarchical Decoding for Deep Keyphrase GenerationCode1
Adaptive Multi-Receiver Coded Slotted ALOHA for Indoor Optical Wireless Communications0
Diversity-based Design Assist for Large Legged Robots0
Calibrated Vehicle Paint Signatures for Simulating Hyperspectral Imagery0
Diversity-Aware Weighted Majority Vote Classifier for Imbalanced DataCode0
OptiGAN: Generative Adversarial Networks for Goal Optimized Sequence GenerationCode0
AMPSO: Artificial Multi-Swarm Particle Swarm OptimizationCode0
WQT and DG-YOLO: towards domain generalization in underwater object detection0
Co-eye: A Multi-resolution Symbolic Representation to TimeSeries Diversified Ensemble Classification0
Personalized Re-ranking for Improving Diversity in Live Recommender Systems0
Contrastive Examples for Addressing the Tyranny of the Majority0
Adversarial Evaluation of Autonomous Vehicles in Lane-Change Scenarios0
A Tailored NSGA-III Instantiation for Flexible Job Shop Scheduling0
AREDSUM: Adaptive Redundancy-Aware Iterative Sentence Ranking for Extractive Document SummarizationCode1
Diverse Instances-Weighting Ensemble based on Region Drift Disagreement for Concept Drift Adaptation0
BLEU might be Guilty but References are not InnocentCode1
ControlVAE: Controllable Variational Autoencoder0
Diversity Helps: Unsupervised Few-shot Learning via Distribution Shift-based Data AugmentationCode1
Multi-task Learning via Adaptation to Similar Tasks for Mortality Prediction of Diverse Rare Diseases0
Person Re-Identification via Active Hard Sample Mining0
Orthogonal Over-Parameterized TrainingCode1
Diverse, Controllable, and Keyphrase-Aware: A Corpus and Method for News Multi-Headline GenerationCode1
Understanding Knowledge Gaps in Visual Question Answering: Implications for Gap Identification and Testing0
TextGAIL: Generative Adversarial Imitation Learning for Text Generation0
Data Dieting in GAN Training0
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
A Sentence Cloze Dataset for Chinese Machine Reading ComprehensionCode1
SNR-Based Features and Diverse Training Data for Robust DNN-Based Speech Enhancement0
New Datasets and a Benchmark of Document Network Embedding Methods for Scientific Expert FindingCode0
Trying AGAIN instead of Trying Longer: Prior Learning for Automatic Curriculum Learning0
Beer Organoleptic Optimisation: Utilising Swarm Intelligence and Evolutionary Computation MethodsCode0
Evaluating the Evaluation of Diversity in Natural Language GenerationCode1
Sparse Text GenerationCode1
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
Characterizing Halloumi cheese bacterial communities through metagenomic analysis0
Finding Black Cat in a Coal Cellar -- Keyphrase Extraction & Keyphrase-Rubric Relationship Classification from Complex AssignmentsCode0
Consistent Multiple Sequence Decoding0
Scheduling for Cellular Federated Edge Learning with Importance and Channel Awareness0
M2m: Imbalanced Classification via Major-to-minor TranslationCode1
Leveraging User-Diversity in Energy-Efficient Edge-Facilitated Collaborative Fog Computing0
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