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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 8501–8550 of 9051 papers

TitleStatusHype
Finding A Voice: Evaluating African American Dialect Generation for Chatbot TechnologyCode0
Mostly Exploration-Free Algorithms for Contextual BanditsCode0
ReactDiff: Latent Diffusion for Facial Reaction GenerationCode0
Motif-Centric Representation Learning for Symbolic MusicCode0
Fidelity-Enriched Contrastive Search: Reconciling the Faithfulness-Diversity Trade-Off in Text GenerationCode0
tcrLM: a lightweight protein language model for predicting T cell receptor and epitope binding specificityCode0
Unsupervised Boosting-based Autoencoder Ensembles for Outlier DetectionCode0
WhaleNet: a Novel Deep Learning Architecture for Marine Mammals Vocalizations on Watkins Marine Mammal Sound DatabaseCode0
REAL: A Representative Error-Driven Approach for Active LearningCode0
Diverse Explanations From Data-Driven and Domain-Driven Perspectives in the Physical SciencesCode0
Diverse Conditional Image Generation by Stochastic Regression with Latent Drop-Out CodesCode0
MovieQA: Understanding Stories in Movies through Question-AnsweringCode0
Advancing low-field MRI with a universal denoising imaging transformer: Towards fast and high-quality imagingCode0
A Patch-Based Algorithm for Diverse and High Fidelity Single Image GenerationCode0
Divergent Ensemble Networks: Enhancing Uncertainty Estimation with Shared Representations and Independent BranchingCode0
MSciNLI: A Diverse Benchmark for Scientific Natural Language InferenceCode0
Anti-Collapse Loss for Deep Metric Learning Based on Coding Rate MetricCode0
MS-DPPs: Multi-Source Determinantal Point Processes for Contextual Diversity Refinement of Composite Attributes in Text to Image RetrievalCode0
Theoretical Aspects of Bias and Diversity in Minimum Bayes Risk DecodingCode0
MST5 -- Multilingual Question Answering over Knowledge GraphsCode0
MSTT-199: MRI Dataset for Musculoskeletal Soft Tissue Tumor SegmentationCode0
SpokeN-100: A Cross-Lingual Benchmarking Dataset for The Classification of Spoken Numbers in Different LanguagesCode0
Divergence Frontiers for Generative Models: Sample Complexity, Quantization Effects, and Frontier IntegralsCode0
FG-RAG: Enhancing Query-Focused Summarization with Context-Aware Fine-Grained Graph RAGCode0
Reanalyzing L2 Preposition Learning with Bayesian Mixed Effects and a Pretrained Language ModelCode0
A Novel Bio-Inspired Texture Descriptor based on Biodiversity and Taxonomic MeasuresCode0
Cross-model Back-translated Distillation for Unsupervised Machine TranslationCode0
ADS-Cap: A Framework for Accurate and Diverse Stylized Captioning with Unpaired Stylistic CorporaCode0
CLOUDSPAM: Contrastive Learning On Unlabeled Data for Segmentation and Pre-Training Using Aggregated Point Clouds and MoCoCode0
Theoretical tool bridging cell polarities with development of robust morphologiesCode0
Another Diversity-Promoting Objective Function for Neural Dialogue GenerationCode0
Multi-Agent Reinforcement Learning with Focal Diversity OptimizationCode0
Spotting AI's Touch: Identifying LLM-Paraphrased Spans in TextCode0
DIVE: Diversified Iterative Self-ImprovementCode0
SPQR: Controlling Q-ensemble Independence with Spiked Random Model for Reinforcement LearningCode0
DiTMoS: Delving into Diverse Tiny-Model Selection on MicrocontrollersCode0
An Open-World, Diverse, Cross-Spatial-Temporal Benchmark for Dynamic Wild Person Re-IdentificationCode0
A Workbench for Autograding Retrieve/Generate SystemsCode0
Multidataset Independent Subspace Analysis with Application to Multimodal FusionCode0
Few-Shot Specific Emitter Identification via Hybrid Data Augmentation and Deep Metric LearningCode0
Multi-Dialect Vietnamese: Task, Dataset, Baseline Models and ChallengesCode0
Unsupervised Diverse Colorization via Generative Adversarial NetworksCode0
Anomaly Detection With Multiple-Hypotheses PredictionsCode0
Distribution Discrepancy and Feature Heterogeneity for Active 3D Object DetectionCode0
Closed-loop Error Correction Learning Accelerates Experimental Discovery of Thermoelectric MaterialsCode0
Closed-Form Information Capacity of Canonical Signaling ModelsCode0
Multi-Emitter MAP-Elites: Improving quality, diversity and convergence speed with heterogeneous sets of emittersCode0
Multi-FAct: Assessing Factuality of Multilingual LLMs using FActScoreCode0
S-RL Toolbox: Environments, Datasets and Evaluation Metrics for State Representation LearningCode0
SRN: Side-output Residual Network for Object Symmetry Detection in the WildCode0
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