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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 3451–3500 of 9051 papers

TitleStatusHype
Explore and Exploit the Diverse Knowledge in Model Zoo for Domain Generalization—0
Both Diverse and Realism Matter: Physical Attribute and Style Alignment for Rainy Image Generation—0
Exploring Advanced Techniques for Visual Question Answering: A Comprehensive Comparison—0
Exploring and Controlling Diversity in LLM-Agent Conversation—0
Diversifying Agent's Behaviors in Interactive Decision Models—0
Diversify, Don't Fine-Tune: Scaling Up Visual Recognition Training with Synthetic Images—0
Exploring Context and Visual Pattern of Relationship for Scene Graph Generation—0
Exploring Critical Testing Scenarios for Decision-Making Policies: An LLM Approach—0
Exploring Data Augmentations on Self-/Semi-/Fully- Supervised Pre-trained Models—0
Exploring Data Scaling Trends and Effects in Reinforcement Learning from Human Feedback—0
Diversify and Conquer: Bandits and Diversity for an Enhanced E-commerce Homepage Experience—0
Exploring Diverse Expressions for Paraphrase Generation—0
BOP-Elites, a Bayesian Optimisation algorithm for Quality-Diversity search—0
Computational models of learning and synaptic plasticity—0
Computational strategies for dissecting the high-dimensional complexity of adaptive immune repertoires—0
Diversified Visual Attention Networks for Fine-Grained Object Classification—0
Diversified Texture Synthesis with Feed-forward Networks—0
An Information-Theoretic Approach for Estimating Scenario Generalization in Crowd Motion Prediction—0
Computer-Aided Extraction of Select MRI Markers of Cerebral Small Vessel Disease: A Systematic Review—0
Data Augmentation by Fuzzing for Neural Test Generation—0
Computing Diverse Sets of High Quality TSP Tours by EAX-Based Evolutionary Diversity Optimisation—0
Exploring Global Diversity and Local Context for Video Summarization—0
Exploring Hybrid and Ensemble Models for Multiclass Prediction of Mental Health Status on Social Media—0
Exploring Implicit Sentiment Evoked by Fine-grained News Events—0
A Collection of Deep Learning-based Feature-Free Approaches for Characterizing Single-Objective Continuous Fitness Landscapes—0
Diversified Sampling Improves Scaling LLM inference—0
Exploring Language Patterns of Prompts in Text-to-Image Generation and Their Impact on Visual Diversity—0
A hierarchical fusion framework integrating random projection-based classifiers: application in head and neck squamous carcinoma cancer—0
Simple yet Effective Way for Improving the Performance of GAN—0
Exploring Non-Linear Effects of Built Environment on Travel Using an Integrated Machine Learning and Inferential Modeling Approach: A Three-Wave Repeated Cross-Sectional Study—0
Exploring Novel Quality Diversity Methods For Generalization in Reinforcement Learning—0
Exploring One-shot Semi-supervised Federated Learning with A Pre-trained Diffusion Model—0
Exploring open-ended gameplay features with Micro RollerCoaster Tycoon—0
Concept Drift Adaptation by Exploiting Historical Knowledge—0
Exploring Resiliency to Natural Image Corruptions in Deep Learning using Design Diversity—0
Exploring Robot Morphology Spaces through Breadth-First Search and Random Query—0
Exploring Sampling Techniques for Generating Melodies with a Transformer Language Model—0
Diversified Sampling for Batched Bayesian Optimization with Determinantal Point Processes—0
Conceptors: an easy introduction—0
Exploring Story Generation with Multi-task Objectives in Variational Autoencoders—0
BootTOD: Bootstrap Task-oriented Dialogue Representations by Aligning Diverse Responses—0
DivSwapper: Towards Diversified Patch-based Arbitrary Style Transfer—0
Diversified Mutual Learning for Deep Metric Learning—0
Exploring the Design Space of Diffusion Bridge Models via Stochasticity Control—0
An Inclusive Foundation Model for Generalizable Cytogenetics in Precision Oncology—0
Diversified Multiscale Graph Learning with Graph Self-Correction—0
Exploring the Efficacy of Meta-Learning: Unveiling Superior Data Diversity Utilization of MAML Over Pre-training—0
Conceptual Content in Deep Convolutional Neural Networks: An analysis into multi-faceted properties of neurons—0
Exploring the Feature Space of TSP Instances Using Quality Diversity—0
Diversified Late Acceptance Search—0
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