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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 43014350 of 9051 papers

TitleStatusHype
Spatial-temporal Transformer-guided Diffusion based Data Augmentation for Efficient Skeleton-based Action Recognition0
Vagueness in Predicates and Objects0
Tractable Diversity: Scalable Multiperspective Ontology Management via Standpoint EL0
Medical visual question answering using joint self-supervised learning0
Improving the Data Efficiency of Multi-Objective Quality-Diversity through Gradient Assistance and Crowding ExplorationCode0
Lasting Diversity and Superior Runtime Guarantees for the (μ+1) Genetic Algorithm0
In What Languages are Generative Language Models the Most Formal? Analyzing Formality Distribution across LanguagesCode0
Diverse Policy Optimization for Structured Action SpaceCode1
Data-Free Diversity-Based Ensemble Selection For One-Shot Federated Learning in Machine Learning Model MarketCode0
Cyclic Delay-Doppler Shift: A Simple Transmit Diversity Technique for Delay-Doppler Waveforms in Doubly Selective Channels0
Feasible Recourse Plan via Diverse InterpolationCode0
Commonality in Recommender Systems: Evaluating Recommender Systems to Enhance Cultural Citizenship0
Learning from Multiple Sources for Data-to-Text and Text-to-DataCode0
Deep Active Learning in the Presence of Label Noise: A Survey0
Heterogeneous Neuronal and Synaptic Dynamics for Spike-Efficient Unsupervised Learning: Theory and Design Principles0
Offline Reinforcement Learning for Mixture-of-Expert Dialogue Management0
Texturize a GAN Using a Single Image0
Learning temporal relationships between symbols with Laplace Neural Manifolds0
Mental Health Coping Stories on Social Media: A Causal-Inference Study of Papageno Effect0
Metropolis Theorem and Its Applications in Single Image Detail EnhancementCode0
One-Pot Multi-Frame Denoising0
Towards Radar Emitter Recognition in Changing Environments with Domain Generalization0
OTFS Signaling for SCMA With Coordinated Multi-Point Vehicle Communications0
AfriSenti: A Twitter Sentiment Analysis Benchmark for African LanguagesCode1
Designing and Evaluating Interfaces that Highlight News Coverage Diversity Using Discord Questions0
Reanalyzing L2 Preposition Learning with Bayesian Mixed Effects and a Pretrained Language ModelCode0
Aligning Language Models with Preferences through f-divergence MinimizationCode1
Counting Carbon: A Survey of Factors Influencing the Emissions of Machine LearningCode0
Defect Transfer GAN: Diverse Defect Synthesis for Data Augmentation0
On time-consistent equilibrium stopping under aggregation of diverse discount rates0
NL2CMD: An Updated Workflow for Natural Language to Bash Commands TranslationCode1
Conversational AI-Powered Design: ChatGPT as Designer, User, and Product0
Generative Oversampling for Imbalanced Data via Majority-Guided VAE0
The Stable Entropy Hypothesis and Entropy-Aware Decoding: An Analysis and Algorithm for Robust Natural Language Generation0
A Friendly Face: Do Text-to-Image Systems Rely on Stereotypes when the Input is Under-Specified?0
Diminished Diversity-of-Thought in a Standard Large Language Model0
Large Scale Multi-Lingual Multi-Modal Summarization DatasetCode0
Evaluation of Word Embeddings for the Social Sciences0
Why Can't Discourse Parsing Generalize? A Thorough Investigation of the Impact of Data DiversityCode0
Sparse Mutation Decompositions: Fine Tuning Deep Neural Networks with Subspace Evolution0
Interpretable Diversity Analysis: Visualizing Feature Representations In Low-Cost Ensembles0
Autoselection of the Ensemble of Convolutional Neural Networks with Second-Order Cone ProgrammingCode0
MaskSketch: Unpaired Structure-guided Masked Image GenerationCode7
Making Substitute Models More Bayesian Can Enhance Transferability of Adversarial ExamplesCode1
A Song of Ice and Fire: Analyzing Textual Autotelic Agents in ScienceWorld0
Towards Geospatial Foundation Models via Continual PretrainingCode1
Cooperative Open-ended Learning Framework for Zero-shot CoordinationCode1
Active Simultaneously Transmitting and Reflecting (STAR)-RISs: Modelling and Analysis0
Feature Likelihood Divergence: Evaluating the Generalization of Generative Models Using SamplesCode1
ERNIE-Music: Text-to-Waveform Music Generation with Diffusion Models0
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