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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

Showing 23012350 of 9051 papers

TitleStatusHype
Dataset and Benchmark for Urdu Natural Scenes Text Detection, Recognition and Visual Question AnsweringCode0
CT-Eval: Benchmarking Chinese Text-to-Table Performance in Large Language Models0
Mammo-CLIP: A Vision Language Foundation Model to Enhance Data Efficiency and Robustness in MammographyCode2
Perturbing the Gradient for Alleviating Meta OverfittingCode0
Asymptotic theory of in-context learning by linear attentionCode0
PT43D: A Probabilistic Transformer for Generating 3D Shapes from Single Highly-Ambiguous RGB ImagesCode1
Diff-BGM: A Diffusion Model for Video Background Music GenerationCode2
Adversarially Diversified Rehearsal Memory (ADRM): Mitigating Memory Overfitting Challenge in Continual LearningCode0
AdaAugment: A Tuning-Free and Adaptive Approach to Enhance Data Augmentation0
XCAT-3.0: A Comprehensive Library of Personalized Digital Twins Derived from CT ScansCode0
Preparing for Black Swans: The Antifragility Imperative for Machine Learning0
ENOVA: Autoscaling towards Cost-effective and Stable Serverless LLM Serving0
MC-GPT: Empowering Vision-and-Language Navigation with Memory Map and Reasoning Chains0
DuetSim: Building User Simulator with Dual Large Language Models for Task-Oriented DialoguesCode0
Grounded 3D-LLM with Referent TokensCode2
Diversity-Aware Sign Language Production through a Pose Encoding Variational Autoencoder0
Flow Score Distillation for Diverse Text-to-3D Generation0
SynthesizRR: Generating Diverse Datasets with Retrieval AugmentationCode1
FFF: Fixing Flawed Foundations in contrastive pre-training results in very strong Vision-Language models0
Sharpness-Aware Minimization in Genetic Programming0
Advances in Robust Federated Learning: Heterogeneity Considerations0
Generative Design through Quality-Diversity Data Synthesis and Language Models0
Influence Maximization in Hypergraphs using Multi-Objective Evolutionary AlgorithmsCode0
MiniMaxAD: A Lightweight Autoencoder for Feature-Rich Anomaly DetectionCode0
DiverGen: Improving Instance Segmentation by Learning Wider Data Distribution with More Diverse Generative DataCode2
FinTextQA: A Dataset for Long-form Financial Question Answering0
Color Space Learning for Cross-Color Person Re-IdentificationCode1
Perception Without Vision for Trajectory Prediction: Ego Vehicle Dynamics as Scene Representation for Efficient Active Learning in Autonomous Driving0
HAAP: Vision-context Hierarchical Attention Autoregressive with Adaptive Permutation for Scene Text Recognition0
BonnBot-I Plus: A Bio-diversity Aware Precise Weed Management Robotic Platform0
Facilitating Opinion Diversity through Hybrid NLP Approaches0
Sonos Voice Control Bias Assessment Dataset: A Methodology for Demographic Bias Assessment in Voice Assistants0
QCRD: Quality-guided Contrastive Rationale Distillation for Large Language Models0
Targeted Augmentation for Low-Resource Event Extraction0
Cross-Domain Feature Augmentation for Domain GeneralizationCode1
Open-Vocabulary Object Detection via Neighboring Region Attention Alignment0
Treatment Effect Estimation for User Interest Exploration on Recommender SystemsCode1
Context-aware Diversity Enhancement for Neural Multi-Objective Combinatorial Optimization0
Growing Artificial Neural Networks for Control: the Role of Neuronal DiversityCode0
Language-Guided Self-Supervised Video Summarization Using Text Semantic Matching Considering the Diversity of the Video0
DiffTF++: 3D-aware Diffusion Transformer for Large-Vocabulary 3D GenerationCode2
Discursive objection strategies in online comments: Developing a classification schema and validating its training0
Establishing a Unified Evaluation Framework for Human Motion Generation: A Comparative Analysis of MetricsCode0
CDFormer:When Degradation Prediction Embraces Diffusion Model for Blind Image Super-ResolutionCode2
Harnessing Hierarchical Label Distribution Variations in Test Agnostic Long-tail RecognitionCode0
Sign Stitching: A Novel Approach to Sign Language ProductionCode0
Thermodynamic limit in learning period three0
Learnable Item Tokenization for Generative RecommendationCode2
The Silent Curriculum: How Does LLM Monoculture Shape Educational Content and Its Accessibility?0
UniGarmentManip: A Unified Framework for Category-Level Garment Manipulation via Dense Visual Correspondence0
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