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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

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Showing 6701–6750 of 9051 papers

TitleStatusHype
Spatial-spectral Hyperspectral Image Classification via Multiple Random Anchor Graphs Ensemble Learning—0
Disentanglement-based Cross-Domain Feature Augmentation for Effective Unsupervised Domain Adaptive Person Re-identification—0
Adversarial Imitation Learning with Trajectorial Augmentation and CorrectionCode0
Feature Weighted Non-negative Matrix Factorization—0
Unsupervised Contextual Paraphrase Generation using Lexical Control and Reinforcement Learning—0
Diversity Regularized Interests Modeling for Recommender Systems—0
Are all outliers alike? On Understanding the Diversity of Outliers for Detecting OODs—0
A News Recommender System Considering Temporal Dynamics and Diversity—0
Seed banks can help to maintain the diversity of interacting phytoplankton speciesCode0
Complementary Evidence Identification in Open-Domain Question Answering—0
Evaluating Post-Training Compression in GANs using Locality-Sensitive Hashing—0
Unsupervised Learning of Depth Estimation and Visual Odometry for Sparse Light Field Cameras—0
Efficient Subsampling of Realistic Images From GANs Conditional on a Class or a Continuous VariableCode0
Compacting Deep Neural Networks for Internet of Things: Methods and Applications—0
A Deep Neural Network Surrogate Modeling Benchmark for Temperature Field Prediction of Heat Source LayoutCode0
Attribute Alignment: Controlling Text Generation from Pre-trained Language ModelsCode0
Quality Evolvability ES: Evolving Individuals With a Distribution of Well Performing and Diverse OffspringCode0
DFS: A Diverse Feature Synthesis Model for Generalized Zero-Shot Learning—0
Interpretable Distance Metric Learning for Handwritten Chinese Character Recognition—0
Diversified Multiscale Graph Learning with Graph Self-Correction—0
Deep Dynamic Neural Network to trade-off between Accuracy and Diversity in a News Recommender System—0
A Systematic Review of Reproducibility Research in Natural Language ProcessingCode0
Improving Diversity of Neural Text Generation via Inverse Probability Weighting—0
Ensemble Learning with Manifold-Based Data Splitting for Noisy Label Correction—0
Meta Learning for Multi-agent Communication—0
Conceptual capacity and effective complexity of neural networks—0
Discovering Diverse Solutions in Deep Reinforcement Learning by Maximizing State-Action-Based Mutual InformationCode0
Metapaths guided Neighbors aggregated Network for?Heterogeneous Graph Reasoning—0
Toward the Next Generation of News Recommender Systems—0
An Improved Two-Archive Evolutionary Algorithm for Constrained Multi-Objective Optimization—0
Wide Aspect Ratio Matching for Robust Face Detection—0
Chemistry-informed Macromolecule Graph Representation for Similarity Computation and Supervised Learning—0
Deep Generative Modelling: A Comparative Review of VAEs, GANs, Normalizing Flows, Energy-Based and Autoregressive Models—0
Quantifying barley morphology using the Euler characteristic transform—0
Nondeterminism and Instability in Neural Network OptimizationCode0
Adaptive Agent Architecture for Real-time Human-Agent Teaming—0
DI2: prior-free and multi-item discretization ofbiomedical data and its applicationsCode0
Representation Matters: Assessing the Importance of Subgroup Allocations in Training DataCode0
Syntactic and Semantic-driven Learning for Open Information ExtractionCode0
Ensembles of Random SHAPs—0
Advances in Multi-turn Dialogue Comprehension: A Survey—0
Transfer learning from High-Resource to Low-Resource Language Improves Speech Affect Recognition Classification Accuracy—0
Understanding Diversity Based Neural Network Pruning in Teacher Student Setup—0
Diversity Based Edge Pruning of Neural Networks Using Determinantal Point Processes—0
Toward Robust Long Range Policy Transfer—0
The MICCAI Hackathon on reproducibility, diversity, and selection of papers at the MICCAI conference—0
SimHumalator: An Open Source WiFi Based Passive Radar Human Simulator For Activity Recognition—0
Towards Efficiently Diversifying Dialogue Generation via Embedding AugmentationCode0
Neuronal heterogeneity modulates phase-synchronization between unidirectionally coupled populations with excitation-inhibition balance—0
Semantic Neighborhood Ordering in Multi-objective Genetic Programming based on Decomposition—0
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