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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 50765100 of 9051 papers

TitleStatusHype
pyribs: A Bare-Bones Python Library for Quality Diversity Optimization0
Toward Robust Uncertainty Estimation with Random Activation FunctionsCode0
DEff-GAN: Diverse Attribute Transfer for Few-Shot Image SynthesisCode0
Can We Use Diffusion Probabilistic Models for 3D Motion Prediction?0
Finding Support Examples for In-Context Learning0
Cross-modal Face- and Voice-style Transfer0
Diversity matters: Robustness of bias measurements in WikidataCode0
Make Every Example Count: On the Stability and Utility of Self-Influence for Learning from Noisy NLP Datasets0
Speech Corpora Divergence Based Unsupervised Data Selection for ASR0
Closed-loop Error Correction Learning Accelerates Experimental Discovery of Thermoelectric MaterialsCode0
Spatial-temporal Transformer-guided Diffusion based Data Augmentation for Efficient Skeleton-based Action Recognition0
Medical visual question answering using joint self-supervised learning0
Tractable Diversity: Scalable Multiperspective Ontology Management via Standpoint EL0
Vagueness in Predicates and Objects0
Lasting Diversity and Superior Runtime Guarantees for the (μ+1) Genetic Algorithm0
Improving the Data Efficiency of Multi-Objective Quality-Diversity through Gradient Assistance and Crowding ExplorationCode0
In What Languages are Generative Language Models the Most Formal? Analyzing Formality Distribution across LanguagesCode0
Data-Free Diversity-Based Ensemble Selection For One-Shot Federated Learning in Machine Learning Model MarketCode0
Deep Active Learning in the Presence of Label Noise: A Survey0
Learning from Multiple Sources for Data-to-Text and Text-to-DataCode0
Commonality in Recommender Systems: Evaluating Recommender Systems to Enhance Cultural Citizenship0
Cyclic Delay-Doppler Shift: A Simple Transmit Diversity Technique for Delay-Doppler Waveforms in Doubly Selective Channels0
Heterogeneous Neuronal and Synaptic Dynamics for Spike-Efficient Unsupervised Learning: Theory and Design Principles0
Feasible Recourse Plan via Diverse InterpolationCode0
Texturize a GAN Using a Single Image0
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