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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 451–500 of 9051 papers

TitleStatusHype
DGPO: Discovering Multiple Strategies with Diversity-Guided Policy OptimizationCode1
Diversify Your Vision Datasets with Automatic Diffusion-Based AugmentationCode1
Diversity-Aware Meta Visual PromptingCode1
Diversity-based Trajectory and Goal Selection with Hindsight Experience ReplayCode1
Building a Conversational Agent Overnight with Dialogue Self-PlayCode1
Diversity is All You Need: Learning Skills without a Reward FunctionCode1
CIAGAN: Conditional Identity Anonymization Generative Adversarial NetworksCode1
Fully Unsupervised Diversity Denoising with Convolutional Variational AutoencodersCode1
C^2: Scalable Auto-Feedback for LLM-based Chart GenerationCode1
BuildingsBench: A Large-Scale Dataset of 900K Buildings and Benchmark for Short-Term Load ForecastingCode1
Active Teacher for Semi-Supervised Object DetectionCode1
ByteMorph: Benchmarking Instruction-Guided Image Editing with Non-Rigid MotionsCode1
Parameterized Synthetic Text Generation with SimpleStoriesCode1
CALM : A Multi-task Benchmark for Comprehensive Assessment of Language Model BiasCode1
Camera-Based Remote Physiology Sensing for Hundreds of Subjects Across Skin TonesCode1
Can we use Common Voice to train a Multi-Speaker TTS system?Code1
A Large-Scale Database for Graph Representation LearningCode1
A Large-Scale Study on Video Action Dataset CondensationCode1
A Large-scale Universal Evaluation Benchmark For Face Forgery DetectionCode1
Domain-Smoothing Network for Zero-Shot Sketch-Based Image RetrievalCode1
AlchemistCoder: Harmonizing and Eliciting Code Capability by Hindsight Tuning on Multi-source DataCode1
DGRec: Graph Neural Network for Recommendation with Diversified Embedding GenerationCode1
BanglaParaphrase: A High-Quality Bangla Paraphrase DatasetCode1
DRA-GRPO: Exploring Diversity-Aware Reward Adjustment for R1-Zero-Like Training of Large Language ModelsCode1
Synth-Empathy: Towards High-Quality Synthetic Empathy DataCode1
Can LLMs Patch Security Issues?Code1
Barbie: Text to Barbie-Style 3D AvatarsCode1
Can pre-trained models assist in dataset distillation?Code1
Balancing Diversity and Risk in LLM Sampling: How to Select Your Method and Parameter for Open-Ended Text GenerationCode1
CAPRI: Context-Aware Interpretable Point-of-Interest Recommendation FrameworkCode1
Barcode Method for Generative Model Evaluation driven by Topological Data AnalysisCode1
DSLR: Diversity Enhancement and Structure Learning for Rehearsal-based Graph Continual LearningCode1
Aligning Books and Movies: Towards Story-like Visual Explanations by Watching Movies and Reading BooksCode1
Boosting Transferability in Vision-Language Attacks via Diversification along the Intersection Region of Adversarial TrajectoryCode1
DialogCC: An Automated Pipeline for Creating High-Quality Multi-Modal Dialogue DatasetCode1
Aligning Language Models with Preferences through f-divergence MinimizationCode1
DiffSketching: Sketch Control Image Synthesis with Diffusion ModelsCode1
DirectMultiStep: Direct Route Generation for Multi-Step RetrosynthesisCode1
Diversify Question Generation with Retrieval-Augmented Style TransferCode1
Adaptable Agent Populations via a Generative Model of PoliciesCode1
Ego2Hands: A Dataset for Egocentric Two-hand Segmentation and DetectionCode1
A Flexible Framework for Designing Trainable Priors with Adaptive Smoothing and Game EncodingCode1
Design of Chain-of-Thought in Math Problem SolvingCode1
Celebrating Diversity in Shared Multi-Agent Reinforcement LearningCode1
A View From Somewhere: Human-Centric Face RepresentationsCode1
CETN: Contrast-enhanced Through Network for CTR PredictionCode1
ALL Snow Removed: Single Image Desnowing Algorithm Using Hierarchical Dual-Tree Complex Wavelet Representation and Contradict Channel LossCode1
AdaptDiffuser: Diffusion Models as Adaptive Self-evolving PlannersCode1
BackdoorMBTI: A Backdoor Learning Multimodal Benchmark Tool Kit for Backdoor Defense EvaluationCode1
Determinantal Point Process Likelihoods for Sequential RecommendationCode1
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