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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 1451–1500 of 9051 papers

TitleStatusHype
ANTM: An Aligned Neural Topic Model for Exploring Evolving TopicsCode1
Multi-Task Reinforcement Learning with Mixture of Orthogonal ExpertsCode1
COVIDx CT-3: A Large-scale, Multinational, Open-Source Benchmark Dataset for Computer-aided COVID-19 Screening from Chest CT ImagesCode1
CoT-ICL Lab: A Petri Dish for Studying Chain-of-Thought Learning from In-Context DemonstrationsCode1
ConsistencyTTA: Accelerating Diffusion-Based Text-to-Audio Generation with Consistency DistillationCode1
Complex Evolutional Pattern Learning for Temporal Knowledge Graph ReasoningCode1
CelebA-Spoof: Large-Scale Face Anti-Spoofing Dataset with Rich AnnotationsCode1
Celebrating Diversity in Shared Multi-Agent Reinforcement LearningCode1
Cousins Of The Vendi Score: A Family Of Similarity-Based Diversity Metrics For Science And Machine LearningCode1
Cerbero-7B: A Leap Forward in Language-Specific LLMs Through Enhanced Chat Corpus Generation and EvaluationCode1
Neural Latents Benchmark '21: Evaluating latent variable models of neural population activityCode1
CETN: Contrast-enhanced Through Network for CTR PredictionCode1
Adversarial Parametric Pose PriorCode1
Neural Video Compression with Diverse ContextsCode1
Neuroevolution is a Competitive Alternative to Reinforcement Learning for Skill DiscoveryCode1
NEVIS'22: A Stream of 100 Tasks Sampled from 30 Years of Computer Vision ResearchCode1
CreoPep: A Universal Deep Learning Framework for Target-Specific Peptide Design and OptimizationCode1
Cross-Utterance Conditioned VAE for Non-Autoregressive Text-to-SpeechCode1
Chain-of-Choice Hierarchical Policy Learning for Conversational RecommendationCode1
Any-Play: An Intrinsic Augmentation for Zero-Shot CoordinationCode1
DART: Articulated Hand Model with Diverse Accessories and Rich TexturesCode1
Controlling Behavioral Diversity in Multi-Agent Reinforcement LearningCode1
Controllable Video Captioning with an Exemplar SentenceCode1
NusaWrites: Constructing High-Quality Corpora for Underrepresented and Extremely Low-Resource LanguagesCode1
ConvNet vs Transformer, Supervised vs CLIP: Beyond ImageNet AccuracyCode1
Controllable Open-ended Question Generation with A New Question Type OntologyCode1
AP-10K: A Benchmark for Animal Pose Estimation in the WildCode1
Object Detection in Optical Remote Sensing Images: A Survey and A New BenchmarkCode1
Automatic Differentiation to Simultaneously Identify Nonlinear Dynamics and Extract Noise Probability Distributions from DataCode1
Controllable Text Generation via Probability Density Estimation in the Latent SpaceCode1
One2Set: Generating Diverse Keyphrases as a SetCode1
Generating Novel Scene Compositions from Single Images and VideosCode1
Online Continual Learning on a Contaminated Data Stream with Blurry Task BoundariesCode1
Online Damage Recovery for Physical Robots with Hierarchical Quality-DiversityCode1
On Pretraining Data Diversity for Self-Supervised LearningCode1
On the Affinity, Rationality, and Diversity of Hierarchical Topic ModelingCode1
On the Role of Conceptualization in Commonsense Knowledge Graph ConstructionCode1
OpenGCD: Assisting Open World Recognition with Generalized Category DiscoveryCode1
Ape210K: A Large-Scale and Template-Rich Dataset of Math Word ProblemsCode1
ConZIC: Controllable Zero-shot Image Captioning by Sampling-Based PolishingCode1
Open-World Instance Segmentation: Exploiting Pseudo Ground Truth From Learned Pairwise AffinityCode1
Open-World Multi-Task Control Through Goal-Aware Representation Learning and Adaptive Horizon PredictionCode1
Automatic Data Augmentation for 3D Medical Image SegmentationCode1
Optimal Counterfactual Explanations for Scorecard modellingCode1
Controllable Group Choreography using Contrastive DiffusionCode1
CompOFA: Compound Once-For-All Networks for Faster Multi-Platform DeploymentCode1
Unconstrained Face-Mask & Face-Hand Datasets: Building a Computer Vision System to Help Prevent the Transmission of COVID-19Code1
Optimizing Readability Using Genetic AlgorithmsCode1
Adaptive Diffusion Terrain Generator for Autonomous Uneven Terrain NavigationCode1
Controllable and Guided Face Synthesis for Unconstrained Face RecognitionCode1
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