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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 7951–8000 of 9051 papers

TitleStatusHype
Benchmarking and Improving Text-to-SQL Generation under AmbiguityCode0
How Predictable Are Large Language Model Capabilities? A Case Study on BIG-benchCode0
Towards Effective Counter-Responses: Aligning Human Preferences with Strategies to Combat Online TrollingCode0
Less is More: Pseudo-Label Filtering for Continual Test-Time AdaptationCode0
Corpus Considerations for Annotator Modeling and ScalingCode0
CORE: A Retrieve-then-Edit Framework for Counterfactual Data GenerationCode0
Bench4Merge: A Comprehensive Benchmark for Merging in Realistic Dense Traffic with Micro-Interactive VehiclesCode0
Level Generation for Angry Birds with Sequential VAE and Latent Variable EvolutionCode0
Towards control of opinion diversity by introducing zealots into a polarised social groupCode0
Co-optimising Robot Morphology and Controller in a Simulated Open-Ended EnvironmentCode0
How Inclusively do LMs Perceive Social and Moral Norms?Code0
Cooking Up Creativity: A Cognitively-Inspired Approach for Enhancing LLM Creativity through Structured RepresentationsCode0
Semi-Supervised Semantic Segmentation With Region RelevanceCode0
Convex Hull Approximation of Nearly Optimal Lasso SolutionsCode0
Conversing by Reading: Contentful Neural Conversation with On-demand Machine ReadingCode0
Sensing Diversity and Sparsity Models for Event Generation and Video Reconstruction from EventsCode0
Behind Recommender Systems: the Geography of the ACM RecSys CommunityCode0
How Good Are Synthetic Requirements ? Evaluating LLM-Generated Datasets for AI4RECode0
Polymorphism Crystal Structure Prediction with Adaptive Space Group Diversity ControlCode0
Leveraging image captions for selective whole slide image annotationCode0
How Far Can We Extract Diverse Perspectives from Large Language Models?Code0
Conversation Graph: Data Augmentation, Training and Evaluation for Non-Deterministic Dialogue ManagementCode0
PolyNet: A Pursuit of Structural Diversity in Very Deep NetworksCode0
Sentiment Analysis Across Languages: Evaluation Before and After Machine Translation to EnglishCode0
Pool-Based Sequential Active Learning for RegressionCode0
Text-based LSTM networks for Automatic Music CompositionCode0
Leveraging Open Knowledge for Advancing Task Expertise in Large Language ModelsCode0
Sentiment-oriented Transformer-based Variational Autoencoder Network for Live Video CommentingCode0
Towards Effective Data-Free Knowledge Distillation via Diverse Diffusion AugmentationCode0
Separating Content and Style for Unsupervised Image-to-Image TranslationCode0
Controlling Diversity at Inference: Guiding Diffusion Recommender Models with Targeted Category PreferencesCode0
Controlled Evaluation of Syntactic Knowledge in Multilingual Language ModelsCode0
Sequence-to-Sequence Data Augmentation for Dialogue Language UnderstandingCode0
BEGAN: Boundary Equilibrium Generative Adversarial NetworksCode0
Dropout Strikes Back: Improved Uncertainty Estimation via Diversity SamplingCode0
Utilizing Uncertainty in 2D Pose Detectors for Probabilistic 3D Human Mesh RecoveryCode0
DRESS: Disentangled Representation-based Self-Supervised Meta-Learning for Diverse TasksCode0
PoseAugment: Generative Human Pose Data Augmentation with Physical Plausibility for IMU-based Motion CaptureCode0
AGAIN: Adversarial Training With Attribution Span Enlargement and Hybrid Feature FusionCode0
How Does A Text Preprocessing Pipeline Affect Ontology Syntactic Matching?Code0
Towards Efficiently Diversifying Dialogue Generation via Embedding AugmentationCode0
A Corpus for Reasoning About Natural Language Grounded in PhotographsCode0
Pose-Selective Max Pooling for Measuring SimilarityCode0
Dreaming to Distill: Data-free Knowledge Transfer via DeepInversionCode0
Lightning-fast adaptive immune receptor similarity search by symmetric deletion lookupCode0
Lightweight Adaptation of Neural Language Models via Subspace EmbeddingCode0
Dreaddit: A Reddit Dataset for Stress Analysis in Social MediaCode0
HiTR: Hierarchical Topic Model Re-estimation for Measuring Topical Diversity of DocumentsCode0
Asymptotic theory of in-context learning by linear attentionCode0
Higher-Order Message Passing for Glycan Representation LearningCode0
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