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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 2051–2100 of 9051 papers

TitleStatusHype
MonoCT: Overcoming Monocular 3D Detection Domain Shift with Consistent Teacher Models—0
BlobCtrl: A Unified and Flexible Framework for Element-level Image Generation and Editing—0
KVShare: An LLM Service System with Efficient and Effective Multi-Tenant KV Cache Reuse—0
Personalize Anything for Free with Diffusion Transformer—0
Tailor: An Integrated Text-Driven CG-Ready Human and Garment Generation System—0
D3: Diversity, Difficulty, and Dependability-Aware Data Selection for Sample-Efficient LLM Instruction Tuning—0
Empowering Time Series Analysis with Synthetic Data: A Survey and Outlook in the Era of Foundation Models—0
Make Optimization Once and for All with Fine-grained Guidance—0
MUSS: Multilevel Subset Selection for Relevance and Diversity—0
Beamforming for Movable and Rotatable Antenna Enabled Multi-User Communications—0
RONA: Pragmatically Diverse Image Captioning with Coherence RelationsCode0
Distilling Diversity and Control in Diffusion Models—0
Information Density Principle for MLLM BenchmarksCode0
Streaming Generation of Co-Speech Gestures via Accelerated Rolling Diffusion—0
Climate land use and other drivers impacts on island ecosystem services: a global review—0
Channel-wise Noise Scheduled Diffusion for Inverse Rendering in Indoor Scenes—0
FG-RAG: Enhancing Query-Focused Summarization with Context-Aware Fine-Grained Graph RAGCode0
DRESS: Disentangled Representation-based Self-Supervised Meta-Learning for Diverse TasksCode0
Leveraging Semantic Attribute Binding for Free-Lunch Color Control in Diffusion Models—0
Proceedings of the ISCA/ITG Workshop on Diversity in Large Speech and Language Models—0
Considering Length Diversity in Retrieval-Augmented SummarizationCode0
Ordered Semantically Diverse Sampling for Textual Data—0
Double-Stage Feature-Level Clustering-Based Mixture of Experts Framework—0
SCOPE-DTI: Semi-Inductive Dataset Construction and Framework Optimization for Practical Usability Enhancement in Deep Learning-Based Drug Target Interaction PredictionCode0
Maintaining diversity in structured populationsCode0
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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