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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 8351–8400 of 9051 papers

TitleStatusHype
Mind the Gap: Federated Learning Broadens Domain Generalization in Diagnostic AI ModelsCode0
Adversarial Domain Adaptation for Cross-user Activity Recognition Using Diffusion-based Noise-centred LearningCode0
Sometimes I am a Tree: Data Drives Unstable Hierarchical GeneralizationCode0
"Garbage In, Garbage Out" Revisited: What Do Machine Learning Application Papers Report About Human-Labeled Training Data?Code0
MineRL: A Large-Scale Dataset of Minecraft DemonstrationsCode0
GAN-GA: A Generative Model based on Genetic Algorithm for Medical Image GenerationCode0
Game Theory for Adversarial Attacks and DefensesCode0
G2GT: Retrosynthesis Prediction with Graph to Graph Attention Neural Network and Self-TrainingCode0
FuncGenFoil: Airfoil Generation and Editing Model in Function SpaceCode0
The Galactic Dependencies Treebanks: Getting More Data by Synthesizing New LanguagesCode0
MiniMaxAD: A Lightweight Autoencoder for Feature-Rich Anomaly DetectionCode0
Quality-Diversity Meta-Evolution: customising behaviour spaces to a meta-objectiveCode0
Unlearn What You Have Learned: Adaptive Crowd Teaching with Exponentially Decayed Memory LearnersCode0
Diversified Arbitrary Style Transfer via Deep Feature PerturbationCode0
SonOpt: Sonifying Bi-objective Population-Based Optimization AlgorithmsCode0
Watch the Neighbors: A Unified K-Nearest Neighbor Contrastive Learning Framework for OOD Intent DiscoveryCode0
Diversification in Session-based News Recommender SystemsCode0
Fully Automatic Video Colorization with Self-Regularization and DiversityCode0
Full-Stack Filters to Build Minimum Viable CNNsCode0
Quality Diversity Through SurpriseCode0
Diverse Weighted Bipartite b-MatchingCode0
Quality-Diversity with Limited ResourcesCode0
FS-NCSR: Increasing Diversity of the Super-Resolution Space via Frequency Separation and Noise-Conditioned Normalizing FlowCode0
MirrorGAN: Learning Text-to-image Generation by RedescriptionCode0
Quality Evolvability ES: Evolving Individuals With a Distribution of Well Performing and Diverse OffspringCode0
When Does Aggregating Multiple Skills with Multi-Task Learning Work? A Case Study in Financial NLPCode0
Mitigate Replication and Copying in Diffusion Models with Generalized Caption and Dual Fusion EnhancementCode0
Unleashing the Power of Visual Prompting At the Pixel LevelCode0
Quality-Weighted Vendi Scores And Their Application To Diverse Experimental DesignCode0
Are Layout-Infused Language Models Robust to Layout Distribution Shifts? A Case Study with Scientific DocumentsCode0
From Text to Emotion: Unveiling the Emotion Annotation Capabilities of LLMsCode0
Mitigating Safety Fallback in Editing-based Backdoor Injection on LLMsCode0
Mitigating Semantic Confusion from Hostile Neighborhood for Graph Active LearningCode0
Mitigating shortage of labeled data using clustering-based active learning with diversity explorationCode0
Colorful Image ColorizationCode0
Mitigating Sybils in Federated Learning PoisoningCode0
SParC: Cross-Domain Semantic Parsing in ContextCode0
The Graph-Based Behavior-Aware Recommendation for Interactive NewsCode0
Quantifying Cognitive Factors in Lexical DeclineCode0
From structure mining to unsupervised exploration of atomic octahedral networksCode0
Mito-nuclear selection induces a trade-off between species ecological dominance and evolutionary lifespanCode0
A reinforcement learning guided hybrid evolutionary algorithm for the latency location routing problemCode0
From On-chain to Macro: Assessing the Importance of Data Source Diversity in Cryptocurrency Market ForecastingCode0
From Local to Global: Navigating Linguistic Diversity in the African ContextCode0
Barrier-Free Microhabitats: Self-Organized Seclusion in Microbial CommunitiesCode0
Quantifying syntax similarity with a polynomial representation of dependency treesCode0
Sparse and Non-Negative BSS for Noisy DataCode0
The Knowref Coreference Corpus: Removing Gender and Number Cues for Difficult Pronominal Anaphora ResolutionCode0
CollectiveSFT: Scaling Large Language Models for Chinese Medical Benchmark with Collective Instructions in HealthcareCode0
BAL: Balancing Diversity and Novelty for Active LearningCode0
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