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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 27012750 of 9051 papers

TitleStatusHype
Describing like humans: on diversity in image captioningCode0
Beer Organoleptic Optimisation: Utilising Swarm Intelligence and Evolutionary Computation MethodsCode0
First the worst: Finding better gender translations during beam searchCode0
BEE: Metric-Adapted Explanations via Baseline Exploration-ExploitationCode0
DermDiff: Generative Diffusion Model for Mitigating Racial Biases in Dermatology DiagnosisCode0
Fine-Grained Detoxification via Instance-Level Prefixes for Large Language ModelsCode0
Diversity-Based Generalization for Unsupervised Text Classification under Domain ShiftCode0
Analysis of the first Genetic Engineering Attribution ChallengeCode0
Finding A Voice: Evaluating African American Dialect Generation for Chatbot TechnologyCode0
Fine-Grained Spatiotemporal Motion Alignment for Contrastive Video Representation LearningCode0
FG-RAG: Enhancing Query-Focused Summarization with Context-Aware Fine-Grained Graph RAGCode0
Diversity By Design: Leveraging Distribution Matching for Offline Model-Based OptimizationCode0
Fidelity-Enriched Contrastive Search: Reconciling the Faithfulness-Diversity Trade-Off in Text GenerationCode0
Few-shot Quality-Diversity OptimizationCode0
Few-Shot Specific Emitter Identification via Hybrid Data Augmentation and Deep Metric LearningCode0
Diversity driven Attention Model for Query-based Abstractive SummarizationCode0
Few-shot Personalization of LLMs with Mis-aligned ResponsesCode0
Link-level simulator for 5G localizationCode0
Forming Effective Human-AI Teams: Building Machine Learning Models that Complement the Capabilities of Multiple ExpertsCode0
Bayesian Renewables Scenario Generation via Deep Generative NetworksCode0
Demixed principal component analysis of population activity in higher cortical areas reveals independent representation of task parametersCode0
LLM-TOPLA: Efficient LLM Ensemble by Maximising DiversityCode0
BSDA: Bayesian Random Semantic Data Augmentation for Medical Image ClassificationCode0
Few-shot Image Generation via Masked DiscriminationCode0
Diversity-Driven Synthesis: Enhancing Dataset Distillation through Directed Weight AdjustmentCode0
Anomaly Detection in Video Sequence with Appearance-Motion CorrespondenceCode0
Federated Voxel Scene Graph for Intracranial HemorrhageCode0
Bayesian Prediction of Future Street Scenes using Synthetic LikelihoodsCode0
Few-shot Image Generation with Diffusion ModelsCode0
FedCCRL: Federated Domain Generalization with Cross-Client Representation LearningCode0
Federated Neural Topic ModelsCode0
Bayesian Optimisation over Multiple Continuous and Categorical InputsCode0
Feature Space Particle Inference for Neural Network EnsemblesCode0
Long Story Short: a Summarize-then-Search Method for Long Video Question AnsweringCode0
Federated Stain Normalization for Computational PathologyCode0
DELINE8K: A Synthetic Data Pipeline for the Semantic Segmentation of Historical DocumentsCode0
Diversity-Enriched Option-CriticCode0
Low-Rank Factorization of Determinantal Point Processes for RecommendationCode0
DeLiGAN : Generative Adversarial Networks for Diverse and Limited DataCode0
ACD-DE: An adaptive cluster division Differential Evolution for mitigating population diversity deficiencyCode0
Feasible Recourse Plan via Diverse InterpolationCode0
Bayesian identification of bacterial strains from sequencing dataCode0
Federated Visual Classification with Real-World Data DistributionCode0
FASTdoop: a versatile and efficient library for the input of FASTA and FASTQ files for MapReduce Hadoop bioinformatics applicationsCode0
"Define Your Terms" : Enhancing Efficient Offensive Speech Classification with DefinitionCode0
MAD-EN: Microarchitectural Attack Detection through System-wide Energy ConsumptionCode0
DEff-GAN: Diverse Attribute Transfer for Few-Shot Image SynthesisCode0
MagnifierNet: Towards Semantic Adversary and Fusion for Person Re-identificationCode0
Fast and Functional Structured Data Generators Rooted in Out-of-Equilibrium PhysicsCode0
Farsighted Probabilistic Sampling: A General Strategy for Boosting Local Search MaxSAT SolversCode0
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