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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 5401–5450 of 9051 papers

TitleStatusHype
Entity-to-Text based Data Augmentation for various Named Entity Recognition Tasks—0
Diversely Regularized Matrix Factorization for Accurate and Aggregately Diversified RecommendationCode0
Rethinking Prototypical Contrastive Learning through Alignment, Uniformity and Correlation—0
Arithmetic Sampling: Parallel Diverse Decoding for Large Language Models—0
Watch the Neighbors: A Unified K-Nearest Neighbor Contrastive Learning Framework for OOD Intent DiscoveryCode0
Measures of Information Reflect Memorization Patterns—0
Packed-Ensembles for Efficient Uncertainty Estimation—0
ReasonChainQA: Text-based Complex Question Answering with Explainable Evidence Chains—0
Improving Contrastive Learning on Visually Homogeneous Mars Rover Images—0
Learning Diversified Feature Representations for Facial Expression Recognition in the WildCode0
A Patch-Based Algorithm for Diverse and High Fidelity Single Image GenerationCode0
E2R: a Hierarchical-Learning inspired Novelty-Search method to generate diverse repertoires of grasping trajectories—0
LEATHER: A Framework for Learning to Generate Human-like Text in DialogueCode0
Query Expansion Using Contextual Clue Sampling with Language Models—0
SQuId: Measuring Speech Naturalness in Many Languages—0
A Novel Multi-Objective Velocity-Free Boolean Particle Swarm Optimization—0
Human Joint Kinematics Diffusion-Refinement for Stochastic Motion Prediction—0
Habitat-Matterport 3D Semantics Dataset—0
Measuring and Improving Semantic Diversity of Dialogue GenerationCode0
Efficient Learning of Locomotion Skills through the Discovery of Diverse Environmental Trajectory Generator Priors—0
CORE: A Retrieve-then-Edit Framework for Counterfactual Data GenerationCode0
The quest for the definition of life—0
Take a Fresh Look at Recommender Systems from an Evaluation Standpoint—0
A Self-attention Guided Multi-scale Gradient GAN for Diversified X-ray Image Synthesis—0
SDA: Simple Discrete Augmentation for Contrastive Sentence Representation LearningCode0
Bottleneck Analysis of Dynamic Graph Neural Network Inference on CPU and GPUCode0
An Analysis of the Effects of Decoding Algorithms on Fairness in Open-Ended Language Generation—0
Generative Augmented Flow Networks—0
Dynamic Latent Separation for Deep Learning—0
Inference Latency Prediction at the Edge—0
Dynamic Stochastic Ensemble with Adversarial Robust Lottery Ticket Subnetworks—0
Training Diverse High-Dimensional Controllers by Scaling Covariance Matrix Adaptation MAP-Annealing—0
ISFL: Federated Learning for Non-i.i.d. Data with Local Importance SamplingCode0
Adaptive Leading Cruise Control in Mixed Traffic Considering Human Behavioral Diversity—0
Dynamical Isometry for Residual Networks—0
Concise and interpretable multi-label rule setsCode0
TripleE: Easy Domain Generalization via Episodic ReplayCode0
GFlowNets and variational inferenceCode0
Social and environmental impact of recent developments in machine learning on biology and chemistry researchCode0
Evaluating Diversity of Multiword Expressions in Annotated Text—0
Leveraging Social Media as a Source for Clinical Guidelines: A Demarcation of Experiential Knowledge—0
Can Data Diversity Enhance Learning Generalization?—0
Analyzing the Dialect Diversity in Multi-document SummariesCode0
Evaluating and Mitigating Inherent Linguistic Bias of African American English through Inference—0
Investigating Metric Diversity for Evaluating Long Document SummarisationCode0
Towards Summarizing Healthcare Questions in Low-Resource Setting—0
Accuracy meets Diversity in a News Recommender System—0
The Minority Matters: A Diversity-Promoting Collaborative Metric Learning Algorithm—0
School closures and educational path: how the Covid-19 pandemic affected transitions to college—0
Towards complete representation of bacterial contents in metagenomic samples—0
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