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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 5901–5950 of 9051 papers

TitleStatusHype
Self-supervised Representation Learning for Trip Recommendation—0
Apples to Apples: A Systematic Evaluation of Topic ModelsCode1
Multiple Captions Embellished Multilingual Multi-Modal Neural Machine Translation—0
Event Prominence Extraction Combining a Knowledge-Based Syntactic Parser and a BERT Classifier for Dutch—0
Text AutoAugment: Learning Compositional Augmentation Policy for Text ClassificationCode1
OptAGAN: Entropy-based finetuning on text VAE-GANCode0
Plan-then-Generate: Controlled Data-to-Text Generation via PlanningCode1
How Does Adversarial Fine-Tuning Benefit BERT?—0
Path Planning for Cellular-Connected UAV: A DRL Solution with Quantum-Inspired Experience Replay—0
Creative Diversity: Patterns in the Creative Habits of ~10,000 PeopleCode0
What can phylogenetic metrics tell us about useful diversity in evolutionary algorithms?Code0
AP-10K: A Benchmark for Animal Pose Estimation in the WildCode1
Lingxi: A Diversity-aware Chinese Modern Poetry Generation System—0
Spliced Leader Trapping Reveals Widespread Alternative Splicing Patterns in the Highly Dynamic Transcriptome of Trypanosoma brucei—0
Can the Transformer Be Used as a Drop-in Replacement for RNNs in Text-Generating GANs?—0
Latent Space Energy-Based Model of Symbol-Vector Coupling for Text Generation and ClassificationCode1
When should agents explore?—0
Lightweight Monocular Depth with a Novel Neural Architecture Search Method—0
Incorporating Surprisingly Popular Algorithm and Euclidean Distance-based Adaptive Topology into PSOCode0
Multi-Attributed and Structured Text-to-Face Synthesis—0
Subgoal Search For Complex Reasoning TasksCode1
StyleAugment: Learning Texture De-biased Representations by Style Augmentation without Pre-defined Textures—0
DeepPanoContext: Panoramic 3D Scene Understanding with Holistic Scene Context Graph and Relation-based OptimizationCode1
Decentralized Air Traffic Management for Advanced Air Mobility—0
On the Effectiveness of Genetic Operations in Symbolic Regression—0
S2D2Net: An Improved Approach For Robust Steel Surface Defects Diagnosis With Small Sample LearningCode0
Evaluating Fairness in Argument RetrievalCode0
Farsighted Probabilistic Sampling: A General Strategy for Boosting Local Search MaxSAT SolversCode0
Exploring the Quality of GAN Generated Images for Person Re-Identification—0
A universally consistent learning rule with a universally monotone error—0
Robustness-via-Synthesis: Robust Training with Generative Adversarial Perturbations—0
Asleep at the Keyboard? Assessing the Security of GitHub Copilot's Code ContributionsCode1
Extracting Radiological Findings With Normalized Anatomical Information Using a Span-Based BERT Relation Extraction Model—0
Influence Selection for Active LearningCode1
Region-level Active Detector Learning—0
Is News Recommendation a Sequential Recommendation Task?—0
Generating Smooth Pose Sequences for Diverse Human Motion PredictionCode1
LSD-StructureNet: Modeling Levels of Structural Detail in 3D Part Hierarchies—0
Variational Attention: Propagating Domain-Specific Knowledge for Multi-Domain Learning in Crowd CountingCode1
A Multi-level Acoustic Feature Extraction Framework for Transformer Based End-to-End Speech Recognition—0
On the Diversity and Limits of Human Explanations—0
An Investigation of the (In)effectiveness of Counterfactually Augmented Data—0
SPMoE: Generate Multiple Pattern-Aware Outputs with Sparse Pattern Mixture of Experts—0
Diversity-based Trajectory and Goal Selection with Hindsight Experience ReplayCode1
Modulating Language Models with Emotions—0
Cross-Image Region Mining with Region Prototypical Network for Weakly Supervised SegmentationCode1
A BCS-GDE Algorithm for Multi-objective Optimization of Combined Cooling, Heating and Power Model—0
A comparative study of universal quantum computing models: towards a physical unification—0
Data Efficient Human Intention Prediction: Leveraging Neural Network Verification and Expert Guidance—0
Exploring Transferable and Robust Adversarial Perturbation Generation from the Perspective of Network Hierarchy—0
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