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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 5251–5300 of 9051 papers

TitleStatusHype
A Vocabulary-Free Multilingual Neural Tokenizer for End-to-End Task Learning—0
Reinforcing Generated Images via Meta-learning for One-Shot Fine-Grained Visual Recognition—0
MAP-SNN: Mapping Spike Activities with Multiplicity, Adaptability, and Plasticity into Bio-Plausible Spiking Neural NetworksCode0
New confidence interval methods for Shannon index—0
Learning to Fold Real Garments with One Arm: A Case Study in Cloud-Based Robotics Research—0
Self-paced Multi-grained Cross-modal Interaction Modeling for Referring Expression Comprehension—0
Relevance-guided Unsupervised Discovery of Abilities with Quality-Diversity Algorithms—0
Event Transition Planning for Open-ended Text GenerationCode0
FS-NCSR: Increasing Diversity of the Super-Resolution Space via Frequency Separation and Noise-Conditioned Normalizing FlowCode0
G2GT: Retrosynthesis Prediction with Graph to Graph Attention Neural Network and Self-TrainingCode0
Retrieval Enhanced Data Augmentation for Question Answering on Privacy Policies—0
Diverse Imagenet Models Transfer Better—0
Learning to Imagine: Diversify Memory for Incremental Learning using Unlabeled DataCode1
Image Data Augmentation for Deep Learning: A Survey—0
Attributed Graph Clustering with Dual Redundancy ReductionCode1
Simultaneous Multiple-Prompt Guided Generation Using Differentiable Optimal Transport—0
Dynamic Network Adaptation at Inference—0
Entropy-based Active Learning for Object Detection with Progressive Diversity Constraint—0
Language-Grounded Indoor 3D Semantic Segmentation in the WildCode1
Spatio-Temporal-Frequency Graph Attention Convolutional Network for Aircraft Recognition Based on Heterogeneous Radar Network—0
Improving Pre-trained Language Models with Syntactic Dependency Prediction Task for Chinese Semantic Error Recognition—0
Procedural Content Generation using Neuroevolution and Novelty Search for Diverse Video Game LevelsCode1
MiniViT: Compressing Vision Transformers with Weight MultiplexingCode3
Rows from Many Sources: Enriching row completions from Wikidata with a pre-trained Language Model—0
A collaborative decomposition-based evolutionary algorithm integrating normal and penalty-based boundary intersection for many-objective optimization—0
Dynamic Diagnosis of the Progress and Shortcomings of Student Learning using Machine Learning based on Cognitive, Social, and Emotional Features—0
Mitigating Bias in Facial Analysis Systems by Incorporating Label Diversity—0
A Universality-Individuality Integration Model for Dialog Act Classification—0
Hierarchical Text-Conditional Image Generation with CLIP LatentsCode3
Flexible Multiple-Objective Reinforcement Learning for Chip Placement—0
CAMERO: Consistency Regularized Ensemble of Perturbed Language Models with Weight SharingCode0
Clinical trial site matching with improved diversity using fair policy learning—0
Population Diversity Leads to Short Running Times of Lexicase Selection—0
Open-World Instance Segmentation: Exploiting Pseudo Ground Truth From Learned Pairwise AffinityCode1
Hierarchical Quality-Diversity for Online Damage RecoveryCode1
Coevolutionary Pareto Diversity Optimization—0
A Collection of Deep Learning-based Feature-Free Approaches for Characterizing Single-Objective Continuous Fitness Landscapes—0
Leveraging massively parallel reporter assays for evolutionary questions—0
Benchmarking Active Learning Strategies for Materials Optimization and Discovery—0
Using Linguistic Typology to Enrich Multilingual Lexicons: the Case of Lexical Gaps in KinshipCode0
Semantic Segmentation for Point Cloud Scenes via Dilated Graph Feature Aggregation and Pyramid Decoders—0
Persona-driven Dominant/Submissive Map (PDSM) Generation for Tutorials—0
Coalescent dynamics of planktonic communities—0
Adaptive Channel Allocation for Robust Differentiable Architecture Search—0
Neuronal diversity can improve machine learning for physics and beyondCode0
Visible-Thermal UAV Tracking: A Large-Scale Benchmark and New BaselineCode1
Hierarchical and Multi-Scale Variational Autoencoder for Diverse and Natural Non-Autoregressive Text-to-Speech—0
DiversiTree: A New Method to Efficiently Compute Diverse Sets of Near-Optimal Solutions to Mixed-Integer Optimization Problems—0
Learning to Walk Autonomously via Reset-Free Quality-Diversity—0
DAD-3DHeads: A Large-scale Dense, Accurate and Diverse Dataset for 3D Head Alignment from a Single ImageCode2
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