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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 926950 of 9051 papers

TitleStatusHype
Contrastive Losses Are Natural Criteria for Unsupervised Video SummarizationCode1
DGRec: Graph Neural Network for Recommendation with Diversified Embedding GenerationCode1
UniSumm and SummZoo: Unified Model and Diverse Benchmark for Few-Shot SummarizationCode1
NEVIS'22: A Stream of 100 Tasks Sampled from 30 Years of Computer Vision ResearchCode1
Follow the Wisdom of the Crowd: Effective Text Generation via Minimum Bayes Risk DecodingCode1
SAMO: Speaker Attractor Multi-Center One-Class Learning for Voice Anti-SpoofingCode1
Dataset Factorization for CondensationCode1
SSD-LM: Semi-autoregressive Simplex-based Diffusion Language Model for Text Generation and Modular ControlCode1
Lila: A Unified Benchmark for Mathematical ReasoningCode1
Tree Detection and Diameter Estimation Based on Deep LearningCode1
Space-time design for deep joint source channel coding of images Over MIMO channelsCode1
Track2Vec: fairness music recommendation with a GPU-free customizable-driven frameworkCode1
Self-Improving Safety Performance of Reinforcement Learning Based Driving with Black-Box Verification AlgorithmsCode1
How well can Text-to-Image Generative Models understand Ethical Natural Language Interventions?Code1
Towards standardizing Korean Grammatical Error Correction: Datasets and AnnotationCode1
A single-cell gene expression language modelCode1
S3E: A Multi-Robot Multimodal Dataset for Collaborative SLAMCode1
Preference-Learning Emitters for Mixed-Initiative Quality-Diversity AlgorithmsCode1
Item-based Variational Auto-encoder for Fair Music RecommendationCode1
Multi-Objective GFlowNetsCode1
Generative Range Imaging for Learning Scene Priors of 3D LiDAR DataCode1
Spatio-channel Attention Blocks for Cross-modal Crowd CountingCode1
Optimizing Hierarchical Image VAEs for Sample QualityCode1
Intra-Source Style Augmentation for Improved Domain GeneralizationCode1
DisCup: Discriminator Cooperative Unlikelihood Prompt-tuning for Controllable Text GenerationCode1
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