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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 4401–4450 of 9051 papers

TitleStatusHype
Causality-based Dual-Contrastive Learning Framework for Domain Generalization—0
Variational Cross-Graph Reasoning and Adaptive Structured Semantics Learning for Compositional Temporal Grounding—0
Open-World Multi-Task Control Through Goal-Aware Representation Learning and Adaptive Horizon PredictionCode1
Regular Time-series Generation using SGM—0
Exploiting Style Transfer-based Task Augmentation for Cross-Domain Few-Shot Learning—0
Generalization through Diversity: Improving Unsupervised Environment Design—0
New Metrics to Encourage Innovation and Diversity in Information Retrieval ApproachesCode0
Genealogical transition in the noisy N-Branching Random Walk. How stronger selection may promote genetic diversity—0
HCE: Improving Performance and Efficiency with Heterogeneously Compressed Neural Network Ensemble—0
Synthetic Hyperspectral Array Video Database with Applications to Cross-Spectral Reconstruction and Hyperspectral Video CodingCode0
Active learning for medical image segmentation with stochastic batchesCode1
Robust Scheduling with GFlowNets—0
PECAN: Leveraging Policy Ensemble for Context-Aware Zero-Shot Human-AI CoordinationCode0
Evaluating clinical diversity and plausibility of synthetic capsule endoscopic images—0
Antenna Array Calibration Via Gaussian Process Models—0
Ankh: Optimized Protein Language Model Unlocks General-Purpose ModellingCode0
BuildSeg: A General Framework for the Segmentation of Buildings—0
Deep Diversity-Enhanced Feature Representation of Hyperspectral ImagesCode1
Music Playlist Title Generation Using Artist InformationCode0
A Comprehensive Review of Data-Driven Co-Speech Gesture Generation—0
Disentangled Representation for Diversified RecommendationsCode0
Fair and skill-diverse student group formation via constrained k-way graph partitioning—0
Diffusion-based Data Augmentation for Skin Disease Classification: Impact Across Original Medical Datasets to Fully Synthetic Images—0
On the Structural Generalization in Text-to-SQL—0
Heuristic for Diverse Kemeny Rank Aggregation based on Quantum Annealing—0
MotorFactory: A Blender Add-on for Large Dataset Generation of Small Electric Motors—0
A Unified Theory of Diversity in Ensemble LearningCode0
AERF: Adaptive ensemble random fuzzy algorithm for anomaly detection in cloud computing—0
ATM-R: An Adaptive Tradeoff Model with Reference Points for Constrained Multiobjective Evolutionary Optimization—0
Active Learning for Abstractive Text SummarizationCode0
Universal Information Extraction as Unified Semantic Matching—0
Locomotion-Action-Manipulation: Synthesizing Human-Scene Interactions in Complex 3D Environments—0
CameraPose: Weakly-Supervised Monocular 3D Human Pose Estimation by Leveraging In-the-wild 2D Annotations—0
Mask-then-Fill: A Flexible and Effective Data Augmentation Framework for Event Extraction—0
Evaluating Evasion Strategies in Zebrafish Larvae—0
Max-Min Diversification with Fairness Constraints: Exact and Approximation Algorithms—0
Plant species richness prediction from DESIS hyperspectral data: A comparison study on feature extraction procedures and regression models—0
WLD-Reg: A Data-dependent Within-layer Diversity RegularizerCode0
Gender Diversity in Ownership and Firm Innovativeness in Emerging Markets. The Mediating Roles of R&D Investments and External Capital—0
PMT-IQA: Progressive Multi-task Learning for Blind Image Quality AssessmentCode0
Testing High-dimensional Multinomials with Applications to Text Analysis—0
MHEntropy: Entropy Meets Multiple Hypotheses for Pose and Shape RecoveryCode0
Learning with Diversity: Self-Expanded Equalization for Better Generalized Deep Metric Learning—0
Zero-Shot Point Cloud Segmentation by Semantic-Visual Aware SynthesisCode1
Text-Driven Generative Domain Adaptation with Spectral Consistency RegularizationCode0
Building Bridge Across the Time: Disruption and Restoration of Murals In the Wild—0
Both Diverse and Realism Matter: Physical Attribute and Style Alignment for Rainy Image Generation—0
SiLK: Simple Learned Keypoints—0
Boosting Single Image Super-Resolution via Partial Channel ShiftingCode1
Self-Evolved Dynamic Expansion Model for Task-Free Continual LearningCode0
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