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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 201–250 of 9051 papers

TitleStatusHype
Bridging Remote Sensors with Multisensor Geospatial Foundation ModelsCode2
Learning Video Representations from Large Language ModelsCode2
Effective Data Augmentation With Diffusion ModelsCode2
DivPrune: Diversity-based Visual Token Pruning for Large Multimodal ModelsCode2
MAexp: A Generic Platform for RL-based Multi-Agent ExplorationCode2
Magic Mirror: ID-Preserved Video Generation in Video Diffusion TransformersCode2
Can Go AIs be adversarially robust?Code2
MAT: Mask-Aware Transformer for Large Hole Image InpaintingCode2
Diverse Preference OptimizationCode2
MedMCQA : A Large-scale Multi-Subject Multi-Choice Dataset for Medical domain Question AnsweringCode2
DPOT: Auto-Regressive Denoising Operator Transformer for Large-Scale PDE Pre-TrainingCode2
Diffusion Probabilistic Models beat GANs on Medical ImagesCode2
MiniPLM: Knowledge Distillation for Pre-Training Language ModelsCode2
DiverGen: Improving Instance Segmentation by Learning Wider Data Distribution with More Diverse Generative DataCode2
CDFormer: When Degradation Prediction Embraces Diffusion Model for Blind Image Super-ResolutionCode2
Mono-ViFI: A Unified Learning Framework for Self-supervised Single- and Multi-frame Monocular Depth EstimationCode2
Multi-Space Alignments Towards Universal LiDAR SegmentationCode2
MusiConGen: Rhythm and Chord Control for Transformer-Based Text-to-Music GenerationCode2
DreamMix: Decoupling Object Attributes for Enhanced Editability in Customized Image InpaintingCode2
AEM: Attention Entropy Maximization for Multiple Instance Learning based Whole Slide Image ClassificationCode2
Diffusion Models Beat GANs on Image SynthesisCode2
Diffusion Models for Molecules: A Survey of Methods and TasksCode2
A Vector Quantized Approach for Text to Speech Synthesis on Real-World Spontaneous SpeechCode2
AeroGen: Enhancing Remote Sensing Object Detection with Diffusion-Driven Data GenerationCode2
CelebV-HQ: A Large-Scale Video Facial Attributes DatasetCode2
Palette: Image-to-Image Diffusion ModelsCode2
Conditional GANs with Auxiliary Discriminative ClassifierCode2
Person Image Synthesis via Denoising Diffusion ModelCode2
DiffusionLight: Light Probes for Free by Painting a Chrome BallCode2
PlanBench: An Extensible Benchmark for Evaluating Large Language Models on Planning and Reasoning about ChangeCode2
DiffusionPen: Towards Controlling the Style of Handwritten Text GenerationCode2
DualAnoDiff: Dual-Interrelated Diffusion Model for Few-Shot Anomaly Image GenerationCode2
CodeNet: A Large-Scale AI for Code Dataset for Learning a Diversity of Coding TasksCode2
Enhancing Sample Efficiency and Exploration in Reinforcement Learning through the Integration of Diffusion Models and Proximal Policy OptimizationCode2
Classifier-Free Diffusion GuidanceCode2
Pruner-Zero: Evolving Symbolic Pruning Metric from scratch for Large Language ModelsCode2
AdaFlow: Imitation Learning with Variance-Adaptive Flow-Based PoliciesCode2
DifFlow3D: Toward Robust Uncertainty-Aware Scene Flow Estimation with Iterative Diffusion-Based RefinementCode2
Diff-BGM: A Diffusion Model for Video Background Music GenerationCode2
DiffTF++: 3D-aware Diffusion Transformer for Large-Vocabulary 3D GenerationCode2
Dialectal Coverage And Generalization in Arabic Speech RecognitionCode2
AD-AGENT: A Multi-agent Framework for End-to-end Anomaly DetectionCode2
Clustering and Ranking: Diversity-preserved Instruction Selection through Expert-aligned Quality EstimationCode2
Retrieval-Augmented Score Distillation for Text-to-3D GenerationCode2
ASpanFormer: Detector-Free Image Matching with Adaptive Span TransformerCode2
DialogStudio: Towards Richest and Most Diverse Unified Dataset Collection for Conversational AICode2
DiffuSeq: Sequence to Sequence Text Generation with Diffusion ModelsCode2
DeTPP: Leveraging Object Detection for Robust Long-Horizon Event PredictionCode2
SeaLLMs 3: Open Foundation and Chat Multilingual Large Language Models for Southeast Asian LanguagesCode2
Depth Field Networks for Generalizable Multi-view Scene RepresentationCode2
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