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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 751–800 of 9051 papers

TitleStatusHype
DIG In: Evaluating Disparities in Image Generations with Indicators for Geographic DiversityCode1
Quality Diversity under Sparse Reward and Sparse Interaction: Application to Grasping in RoboticsCode1
From Sky to the Ground: A Large-scale Benchmark and Simple Baseline Towards Real Rain RemovalCode1
Path Shadowing Monte-CarloCode1
Deep Image Harmonization with Learnable AugmentationCode1
Human-M3: A Multi-view Multi-modal Dataset for 3D Human Pose Estimation in Outdoor ScenesCode1
LatentAugment: Data Augmentation via Guided Manipulation of GAN's Latent SpaceCode1
Kick Back & Relax: Learning to Reconstruct the World by Watching SlowTVCode1
Towards Task Sampler Learning for Meta-LearningCode1
Rumor Detection with Diverse Counterfactual EvidenceCode1
Towards Viewpoint-Invariant Visual Recognition via Adversarial TrainingCode1
Generative Meta-Learning Robust Quality-Diversity PortfolioCode1
HyperDreamBooth: HyperNetworks for Fast Personalization of Text-to-Image ModelsCode1
Benchmarking Algorithms for Federated Domain GeneralizationCode1
Answering Ambiguous Questions via Iterative PromptingCode1
VesselVAE: Recursive Variational Autoencoders for 3D Blood Vessel SynthesisCode1
VertiBench: Advancing Feature Distribution Diversity in Vertical Federated Learning BenchmarksCode1
Monte Carlo Policy Gradient Method for Binary OptimizationCode1
Generative Data Augmentation for Aspect Sentiment Quad PredictionCode1
The Clock and the Pizza: Two Stories in Mechanistic Explanation of Neural NetworksCode1
BuildingsBench: A Large-Scale Dataset of 900K Buildings and Benchmark for Short-Term Load ForecastingCode1
Large Language Model as Attributed Training Data Generator: A Tale of Diversity and BiasCode1
Pretraining task diversity and the emergence of non-Bayesian in-context learning for regressionCode1
Restart Sampling for Improving Generative ProcessesCode1
Symbolic Chain-of-Thought Distillation: Small Models Can Also "Think" Step-by-StepCode1
RSMT: Real-time Stylized Motion Transition for CharactersCode1
grenedalf: population genetic statistics for the next generation of pool sequencingCode1
Explicit Syntactic Guidance for Neural Text GenerationCode1
GenPlot: Increasing the Scale and Diversity of Chart Derendering DataCode1
CAPRI: Context-Aware Interpretable Point-of-Interest Recommendation FrameworkCode1
FALL-E: A Foley Sound Synthesis Model and StrategiesCode1
Understanding Deep Generative Models with Generalized Empirical LikelihoodsCode1
Text Promptable Surgical Instrument Segmentation with Vision-Language ModelsCode1
Taming Diffusion Models for Music-driven Conducting Motion GenerationCode1
Domain-specific ChatBots for Science using EmbeddingsCode1
TopP&R: Robust Support Estimation Approach for Evaluating Fidelity and Diversity in Generative ModelsCode1
Feature Fusion from Head to Tail for Long-Tailed Visual RecognitionCode1
Towards Diverse and Effective Question-Answer Pair Generation from Children StorybooksCode1
HQ-50K: A Large-scale, High-quality Dataset for Image RestorationCode1
Stochastic Multi-Person 3D Motion ForecastingCode1
Rewarded soups: towards Pareto-optimal alignment by interpolating weights fine-tuned on diverse rewardsCode1
Value Functions are Control Barrier Functions: Verification of Safe Policies using Control TheoryCode1
Generative Flow Network for Listwise RecommendationCode1
GPT-FL: Generative Pre-trained Model-Assisted Federated LearningCode1
LLMatic: Neural Architecture Search via Large Language Models and Quality Diversity OptimizationCode1
Diverse and Faithful Knowledge-Grounded Dialogue Generation via Sequential Posterior InferenceCode1
Spontaneous Symmetry Breaking in Generative Diffusion ModelsCode1
Accurate and Efficient Structural Ensemble Generation of Macrocyclic Peptides using Internal Coordinate DiffusionCode1
DiffSketching: Sketch Control Image Synthesis with Diffusion ModelsCode1
Rethinking Masked Language Modeling for Chinese Spelling CorrectionCode1
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