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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 2076–2100 of 9051 papers

TitleStatusHype
Bags of Projected Nearest Neighbours: Competitors to Random Forests?Code0
Monte Carlo Diffusion for Generalizable Learning-Based RANSAC—0
Is Limited Participant Diversity Impeding EEG-based Machine Learning?Code0
Preserving Product Fidelity in Large Scale Image Recontextualization with Diffusion Models—0
Understanding the Quality-Diversity Trade-off in Diffusion Language ModelsCode0
Contrastive Speaker-Aware Learning for Multi-party Dialogue Generation with LLMs—0
MaRI: Material Retrieval Integration across Domains—0
Synthetic Data Generation of Body Motion Data by Neural Gas Network for Emotion RecognitionCode0
ESPnet-SDS: Unified Toolkit and Demo for Spoken Dialogue Systems—0
ResBench: Benchmarking LLM-Generated FPGA Designs with Resource Awareness—0
An Exhaustive Evaluation of TTS- and VC-based Data Augmentation for ASR—0
Toward Stable World Models: Measuring and Addressing World Instability in Generative Environments—0
Additive Frequency Diverse Active Incoherent Millimeter-Wave Imaging—0
Crowdsource, Crawl, or Generate? Creating SEA-VL, a Multicultural Vision-Language Dataset for Southeast AsiaCode0
RayFlow: Instance-Aware Diffusion Acceleration via Adaptive Flow Trajectories—0
AnomalyPainter: Vision-Language-Diffusion Synergy for Zero-Shot Realistic and Diverse Industrial Anomaly Synthesis—0
MaizeField3D: A Curated 3D Point Cloud and Procedural Model Dataset of Field-Grown Maize from a Diversity PanelCode0
PER-DPP Sampling Framework and Its Application in Path Planning—0
MapQA: Open-domain Geospatial Question Answering on Map Data—0
CtrTab: Tabular Data Synthesis with High-Dimensional and Limited Data—0
Enhancing NLP Robustness and Generalization through LLM-Generated Contrast Sets: A Scalable Framework for Systematic Evaluation and Adversarial Training—0
Color Alignment in Diffusion—0
ExGes: Expressive Human Motion Retrieval and Modulation for Audio-Driven Gesture Synthesis—0
Chameleon: On the Scene Diversity and Domain Variety of AI-Generated Videos Detection—0
GFlowVLM: Enhancing Multi-step Reasoning in Vision-Language Models with Generative Flow Networks—0
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