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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 87018750 of 9051 papers

TitleStatusHype
A Simple, Fast Diverse Decoding Algorithm for Neural GenerationCode0
Coherent Dialogue with Attention-based Language Models0
Measuring Sample Quality with Diffusions0
PolyNet: A Pursuit of Structural Diversity in Very Deep NetworksCode0
Diversity encouraged learning of unsupervised LSTM ensemble for neural activity video prediction0
A Generic Coordinate Descent Framework for Learning from Implicit Feedback0
A Learning Scheme for Microgrid Islanding and Reconnection0
Batched Gaussian Process Bandit Optimization via Determinantal Point Processes0
Diverse Neural Network Learns True Target Functions0
Sequence Tutor: Conservative Fine-Tuning of Sequence Generation Models with KL-control0
Chinese/English mixed Character Segmentation as Semantic Segmentation0
Unrolled Generative Adversarial NetworksCode1
Generalized Haar Filter based Deep Networks for Real-Time Object Detection in Traffic Scene0
Conditional Image Synthesis With Auxiliary Classifier GANsCode1
Diversity Promoting Online Sampling for Streaming Video Summarization0
A Learned Representation For Artistic StyleCode0
How to be Fair and Diverse?0
KGEval: Estimating Accuracy of Automatically Constructed Knowledge Graphs0
Enhancing ICA Performance by Exploiting Sparsity: Application to FMRI Analysis0
Statistical Learning Theory Approach for Data Classification with l-diversity0
Investigating the effects Diversity Mechanisms have on Evolutionary Algorithms in Dynamic Environments0
A new selection strategy for selective cluster ensemble based on Diversity and Independency0
Diverse Beam Search: Decoding Diverse Solutions from Neural Sequence ModelsCode1
Places: An Image Database for Deep Scene Understanding0
Collective Robot Reinforcement Learning with Distributed Asynchronous Guided Policy Search0
Expansion under climate change: the genetic consequences0
The multiplicity of memory enhancement: Practical and ethical implications of the diverse neural substrates underlying human memory systems0
Pose-Selective Max Pooling for Measuring SimilarityCode0
On the Mathematical Relationship between Expected n-call@k and the Relevance vs. Diversity Trade-off0
PixelNet: Towards a General Pixel-level Architecture0
An Approach for Self-Training Audio Event Detectors Using Web Data0
Deep Neural Ensemble for Retinal Vessel Segmentation in Fundus Images towards Achieving Label-free Angiography0
The MGB-2 Challenge: Arabic Multi-Dialect Broadcast Media Recognition0
Mathematical toy model inspired by the problem of the adaptive origins of the sexual orientation continuum0
Inhibitory loop robustly induces anticipated synchronization in neuronal microcircuits0
A Flexible Recommendation System for Cable TV0
Making Deep Neural Networks Robust to Label Noise: a Loss Correction ApproachCode0
Matching-Based Selection with Incomplete Lists for Decomposition Multi-Objective Optimization0
Symmetric and Asymmetric Tendencies in Stable Complex Systems0
A genomic map of the effects of linked selection in Drosophila0
Frame- and Segment-Level Features and Candidate Pool Evaluation for Video Caption GenerationCode1
Escaping Local Optima using Crossover with Emergent or Reinforced Diversity0
SimVerb-3500: A Large-Scale Evaluation Set of Verb SimilarityCode0
Heterogeneous Strategy Particle Swarm Optimization0
Fisher-Wright model with deterministic seed bank and selection0
Comeback kids: an evolutionary approach of the long-run innovation process0
Joint Event Detection and Entity Resolution: a Virtuous Cycle0
Interaction patterns and diversity in assembled ecological communities0
The Benefits of Word Embeddings Features for Active Learning in Clinical Information Extraction0
On Sampling and Greedy MAP Inference of Constrained Determinantal Point Processes0
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