SOTAVerified

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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 451–475 of 9051 papers

TitleStatusHype
Multi-Agent Reinforcement Learning for Graph Discovery in D2D-Enabled Federated Learning—0
Multi-Objective Quality-Diversity in Unstructured and Unbounded SpacesCode0
Multi-Target Acquisition in Multistatic MIMO-OFDM Joint Sensing and Communication—0
Exploring Data Scaling Trends and Effects in Reinforcement Learning from Human Feedback—0
Knowledge Rectification for Camouflaged Object Detection: Unlocking Insights from Low-Quality Data—0
The Marine Debris Forward-Looking Sonar Datasets—0
AutoComPose: Automatic Generation of Pose Transition Descriptions for Composed Pose Retrieval Using Multimodal LLMs—0
ArchCAD-400K: An Open Large-Scale Architectural CAD Dataset and New Baseline for Panoptic Symbol Spotting—0
ActionStudio: A Lightweight Framework for Data and Training of Large Action ModelsCode4
Composite Indicator-Guided Infilling Sampling for Expensive Multi-Objective Optimization—0
Multiple Embeddings for Quantum Machine Learning—0
AugWard: Augmentation-Aware Representation Learning for Accurate Graph ClassificationCode0
HyperMAN: Hypergraph-enhanced Meta-learning Adaptive Network for Next POI RecommendationCode0
Barrier-Free Microhabitats: Self-Organized Seclusion in Microbial CommunitiesCode0
The Procedural Content Generation Benchmark: An Open-source Testbed for Generative Challenges in GamesCode1
MLLM-Selector: Necessity and Diversity-driven High-Value Data Selection for Enhanced Visual Instruction Tuning—0
Representation Improvement in Latent Space for Search-Based Testing of Autonomous Robotic SystemsCode0
Dynamics of Algorithmic Content Amplification on TikTok—0
Large Language Models Meet Contrastive Learning: Zero-Shot Emotion Recognition Across LanguagesCode0
Beyond Relevance: An Adaptive Exploration-Based Framework for Personalized Recommendations—0
VisualQuest: A Diverse Image Dataset for Evaluating Visual Recognition in LLMs—0
Recover from Horcrux: A Spectrogram Augmentation Method for Cardiac Feature Monitoring from Radar Signal Components—0
The economics of global personality diversity—0
Automated Video-EEG Analysis in Epilepsy Studies: Advances and Challenges—0
Exploring Textual Semantics Diversity for Image Transmission in Semantic Communication Systems using Visual Language Model—0
Show:102550
← PrevPage 19 of 363Next →

No leaderboard results yet.