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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 101–150 of 9051 papers

TitleStatusHype
#InsTag: Instruction Tagging for Analyzing Supervised Fine-tuning of Large Language ModelsCode2
Flow of Reasoning:Training LLMs for Divergent Problem Solving with Minimal ExamplesCode2
AnySat: One Earth Observation Model for Many Resolutions, Scales, and ModalitiesCode2
FLatten Transformer: Vision Transformer using Focused Linear AttentionCode2
Fields of The World: A Machine Learning Benchmark Dataset For Global Agricultural Field Boundary SegmentationCode2
A Novel Sampling Scheme for Text- and Image-Conditional Image Synthesis in Quantized Latent SpacesCode2
Find Any Part in 3DCode2
Anomaly Detection via Reverse Distillation from One-Class EmbeddingCode2
Face2Diffusion for Fast and Editable Face PersonalizationCode2
Flaming-hot Initiation with Regular Execution Sampling for Large Language ModelsCode2
Freeform Body Motion Generation from SpeechCode2
Exploring the Effect of Dataset Diversity in Self-Supervised Learning for Surgical Computer VisionCode2
Exploring the Limits of Transfer Learning with a Unified Text-to-Text TransformerCode2
General Scene Adaptation for Vision-and-Language NavigationCode2
EvalGIM: A Library for Evaluating Generative Image ModelsCode2
Explaining Machine Learning Classifiers through Diverse Counterfactual ExplanationsCode2
GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion ModelsCode2
Grasp-Anything: Large-scale Grasp Dataset from Foundation ModelsCode2
Exposing flaws of generative model evaluation metrics and their unfair treatment of diffusion modelsCode2
Enhancing Sample Efficiency and Exploration in Reinforcement Learning through the Integration of Diffusion Models and Proximal Policy OptimizationCode2
EgoMimic: Scaling Imitation Learning via Egocentric VideoCode2
HISTAI: An Open-Source, Large-Scale Whole Slide Image Dataset for Computational PathologyCode2
EVA3D: Compositional 3D Human Generation from 2D Image CollectionsCode2
Instant3D: Fast Text-to-3D with Sparse-View Generation and Large Reconstruction ModelCode2
Accelerated Quality-Diversity through Massive ParallelismCode2
EasyPortrait -- Face Parsing and Portrait Segmentation DatasetCode2
Dual Spoof Disentanglement Generation for Face Anti-spoofing with Depth Uncertainty LearningCode2
EcomGPT: Instruction-tuning Large Language Models with Chain-of-Task Tasks for E-commerceCode2
DreamMix: Decoupling Object Attributes for Enhanced Editability in Customized Image InpaintingCode2
DPOT: Auto-Regressive Denoising Operator Transformer for Large-Scale PDE Pre-TrainingCode2
DualAnoDiff: Dual-Interrelated Diffusion Model for Few-Shot Anomaly Image GenerationCode2
EDGE: Editable Dance Generation From MusicCode2
DiverGen: Improving Instance Segmentation by Learning Wider Data Distribution with More Diverse Generative DataCode2
Ambiguous Medical Image Segmentation using Diffusion ModelsCode2
Diverse Preference OptimizationCode2
Diffusion Probabilistic Models beat GANs on Medical ImagesCode2
gRNAde: Geometric Deep Learning for 3D RNA inverse designCode2
DivPrune: Diversity-based Visual Token Pruning for Large Multimodal ModelsCode2
Effective Data Augmentation With Diffusion ModelsCode2
DiffusionLight: Light Probes for Free by Painting a Chrome BallCode2
Diffusion Models Beat GANs on Image SynthesisCode2
Test-time Alignment of Diffusion Models without Reward Over-optimizationCode2
Diffusion Models for Molecules: A Survey of Methods and TasksCode2
DiffTF++: 3D-aware Diffusion Transformer for Large-Vocabulary 3D GenerationCode2
DifFlow3D: Toward Robust Uncertainty-Aware Scene Flow Estimation with Iterative Diffusion-Based RefinementCode2
DiffuSeq: Sequence to Sequence Text Generation with Diffusion ModelsCode2
Diff-BGM: A Diffusion Model for Video Background Music GenerationCode2
Diffusion Bridge Implicit ModelsCode2
DiffusionPen: Towards Controlling the Style of Handwritten Text GenerationCode2
3DGen: Triplane Latent Diffusion for Textured Mesh GenerationCode2
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