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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 12011250 of 9051 papers

TitleStatusHype
Mix from Failure: Confusion-Pairing Mixup for Long-Tailed Recognition0
Gini Coefficient as a Unified Metric for Evaluating Many-versus-Many Similarity in Vector Spaces0
Multi-Objective Algorithms for Learning Open-Ended Robotic Problems0
Exploring Variational Autoencoders for Medical Image Generation: A Comprehensive Study0
Imitation from Diverse Behaviors: Wasserstein Quality Diversity Imitation Learning with Single-Step Archive Exploration0
DLCR: A Generative Data Expansion Framework via Diffusion for Clothes-Changing Person Re-IDCode1
A comprehensive representation of selection at loci with multiple alleles that allows complex forms of genotypic fitnessCode0
PLM-Based Discrete Diffusion Language Models with Entropy-Adaptive Gibbs Sampling0
Deep Active Learning in the Open World0
ViTOC: Vision Transformer and Object-aware Captioner0
Diversity and Inclusion in AI for Recruitment: Lessons from Industry Workshop0
Quasi-random Multi-Sample Inference for Large Language Models0
MOANA: Multi-Objective Ant Nesting Algorithm for Optimization Problems0
Bridging the Gap between Learning and Inference for Diffusion-Based Molecule GenerationCode0
STARS: Sensor-agnostic Transformer Architecture for Remote Sensing0
Dialectal Coverage And Generalization in Arabic Speech RecognitionCode2
Generating Highly Designable Proteins with Geometric Algebra Flow MatchingCode1
One fish, two fish, but not the whole sea: Alignment reduces language models' conceptual diversityCode0
A Bayesian Mixture Model of Temporal Point Processes with Determinantal Point Process Prior0
PASSION for Dermatology: Bridging the Diversity Gap with Pigmented Skin Images from Sub-Saharan Africa0
Discretized Gaussian Representation for Tomographic Reconstruction0
Enabling Adaptive Agent Training in Open-Ended Simulators by Targeting DiversityCode0
Gradient Boosting Trees and Large Language Models for Tabular Data Few-Shot Learning0
Efficient Symmetry-Aware Materials Generation via Hierarchical Generative Flow Networks0
Diversity Helps Jailbreak Large Language Models0
SEE-DPO: Self Entropy Enhanced Direct Preference Optimization0
Can Graph Neural Networks Expose Training Data Properties? An Efficient Risk Assessment ApproachCode0
Evolutionary features in a minimal physical system: directionality, diversity, selection, growth, inheritance, and adaptation0
Community Forensics: Using Thousands of Generators to Train Fake Image DetectorsCode1
How Does A Text Preprocessing Pipeline Affect Ontology Syntactic Matching?Code0
Hiring as Exploration0
AdaSociety: An Adaptive Environment with Social Structures for Multi-Agent Decision-MakingCode2
No Culture Left Behind: ArtELingo-28, a Benchmark of WikiArt with Captions in 28 LanguagesCode0
Exploring the Potentials and Challenges of Using Large Language Models for the Analysis of Transcriptional Regulation of Long Non-coding RNAs0
Enhancing Adversarial Robustness via Uncertainty-Aware Distributional Adversarial Training0
SMoA: Improving Multi-agent Large Language Models with Sparse Mixture-of-AgentsCode1
A Post-Training Enhanced Optimization Approach for Small Language Models0
IMUDiffusion: A Diffusion Model for Multivariate Time Series Synthetisation for Inertial Motion Capturing Systems0
Conditional Vendi Score: An Information-Theoretic Approach to Diversity Evaluation of Prompt-based Generative ModelsCode0
Spontaneous Emergence of Agent Individuality through Social Interactions in LLM-Based Communities0
Growing a Tail: Increasing Output Diversity in Large Language Models0
Towards Leveraging News Media to Support Impact Assessment of AI Technologies0
Semantic-Aligned Adversarial Evolution Triangle for High-Transferability Vision-Language AttackCode1
TripletCLIP: Improving Compositional Reasoning of CLIP via Synthetic Vision-Language Negatives0
Not Just Object, But State: Compositional Incremental Learning without ForgettingCode1
Learning General-Purpose Biomedical Volume Representations using Randomized SynthesisCode2
Evaluating Creative Short Story Generation in Humans and Large Language ModelsCode0
A Coverage-Guided Testing Framework for Quantum Neural Networks0
Diversity Progress for Goal Selection in Discriminability-Motivated RL0
Diversidade linguística e inclusão digital: desafios para uma ia brasileira0
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