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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 951–1000 of 9051 papers

TitleStatusHype
Intra-Source Style Augmentation for Improved Domain GeneralizationCode1
ProtoVAE: A Trustworthy Self-Explainable Prototypical Variational ModelCode1
DART: Articulated Hand Model with Diverse Accessories and Rich TexturesCode1
Style Transfer as Data Augmentation: A Case Study on Named Entity RecognitionCode1
Near-Optimal Multi-Agent Learning for Safe Coverage ControlCode1
Can we use Common Voice to train a Multi-Speaker TTS system?Code1
What Makes Graph Neural Networks Miscalibrated?Code1
BanglaParaphrase: A High-Quality Bangla Paraphrase DatasetCode1
Semi-supervised Semantic Segmentation with Prototype-based Consistency RegularizationCode1
SCAM! Transferring humans between images with Semantic Cross Attention ModulationCode1
Training Deep Learning Algorithms on Synthetic Forest Images for Tree DetectionCode1
STaSy: Score-based Tabular data SynthesisCode1
Winner Takes It All: Training Performant RL Populations for Combinatorial OptimizationCode1
Automated segmentation and morphological characterization of placental histology images based on a single labeled imageCode1
Why Should I Choose You? AutoXAI: A Framework for Selecting and Tuning eXplainable AI SolutionsCode1
Neuroevolution is a Competitive Alternative to Reinforcement Learning for Skill DiscoveryCode1
AlphaFold Distillation for Protein DesignCode1
Making Your First Choice: To Address Cold Start Problem in Vision Active LearningCode1
Reprogramming Pretrained Language Models for Antibody Sequence InfillingCode1
The Vendi Score: A Diversity Evaluation Metric for Machine LearningCode1
Generative Category-Level Shape and Pose Estimation with Semantic PrimitivesCode1
GenDexGrasp: Generalizable Dexterous GraspingCode1
Parea: multi-view ensemble clustering for cancer subtype discoveryCode1
Domain-Unified Prompt Representations for Source-Free Domain GeneralizationCode1
Draw Your Art Dream: Diverse Digital Art Synthesis with Multimodal Guided DiffusionCode1
AcroFOD: An Adaptive Method for Cross-domain Few-shot Object DetectionCode1
Fine-Grained VR Sketching: Dataset and InsightsCode1
Metadata Archaeology: Unearthing Data Subsets by Leveraging Training DynamicsCode1
Keypoint-GraspNet: Keypoint-based 6-DoF Grasp Generation from the Monocular RGB-D inputCode1
Learning Distinct and Representative Styles for Image CaptioningCode1
Neuro-evolutionary evidence for a universal fractal primate brain shapeCode1
Cold-Start Data Selection for Few-shot Language Model Fine-tuning: A Prompt-Based Uncertainty Propagation ApproachCode1
Reinforcement Recommendation Reasoning through Knowledge Graphs for Explanation Path QualityCode1
AARGH! End-to-end Retrieval-Generation for Task-Oriented DialogCode1
Text-Free Learning of a Natural Language Interface for Pretrained Face GeneratorsCode1
Grounded Affordance from Exocentric ViewCode1
Semi-supervised Semantic Segmentation with Mutual Knowledge DistillationCode1
GAN-based generative modelling for dermatological applications -- comparative studyCode1
Self-Supervised Place Recognition by Refining Temporal and Featural Pseudo Labels from Panoramic DataCode1
VAuLT: Augmenting the Vision-and-Language Transformer for Sentiment Classification on Social MediaCode1
Generating Synthetic Clinical Data that Capture Class Imbalanced Distributions with Generative Adversarial Networks: Example using Antiretroviral Therapy for HIVCode1
TRoVE: Transforming Road Scene Datasets into Photorealistic Virtual EnvironmentsCode1
PoseTrans: A Simple Yet Effective Pose Transformation Augmentation for Human Pose EstimationCode1
A Case for Rejection in Low Resource ML DeploymentCode1
Diverse Generative Perturbations on Attention Space for Transferable Adversarial AttacksCode1
A Map of Diverse Synthetic Stable Roommates InstancesCode1
Static and Dynamic Concepts for Self-supervised Video Representation LearningCode1
Generalized Probabilistic U-Net for medical image segementationCode1
Learning Object Placement via Dual-path Graph CompletionCode1
Dynamic Local Aggregation Network with Adaptive Clusterer for Anomaly DetectionCode1
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