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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 1301–1325 of 9051 papers

TitleStatusHype
GFlowNet Fine-tuning for Diverse Correct Solutions in Mathematical Reasoning Tasks—0
Improving Model Evaluation using SMART Filtering of Benchmark DatasetsCode3
CLOUDSPAM: Contrastive Learning On Unlabeled Data for Segmentation and Pre-Training Using Aggregated Point Clouds and MoCoCode0
Disentangling Genotype and Environment Specific Latent Features for Improved Trait Prediction using a Compositional Autoencoder—0
Improving Inverse Folding for Peptide Design with Diversity-regularized Direct Preference Optimization—0
Spatioformer: A Geo-encoded Transformer for Large-Scale Plant Species Richness Prediction—0
AgentSense: Benchmarking Social Intelligence of Language Agents through Interactive ScenariosCode1
How high dimensional neural dynamics are confined in phase space—0
Multi-modal Motion Prediction using Temporal Ensembling with Learning-based Aggregation—0
Adversarial Environment Design via Regret-Guided Diffusion Models—0
Semi-supervised Chinese Poem-to-Painting Generation via Cycle-consistent Adversarial NetworksCode0
A Comprehensive Survey of Time Series Forecasting: Architectural Diversity and Open Challenges—0
ToolFlow: Boosting LLM Tool-Calling Through Natural and Coherent Dialogue Synthesis—0
LLMs for Extremely Low-Resource Finno-Ugric LanguagesCode0
Heterogeneous Random ForestCode0
Comparative Analysis of Indicators for Multiobjective Diversity Optimization—0
Retrieving Implicit and Explicit Emotional Events Using Large Language Models—0
Creating and Repairing Robot Programs in Open-World Domains—0
Towards Better Open-Ended Text Generation: A Multicriteria Evaluation FrameworkCode0
Ferret-UI 2: Mastering Universal User Interface Understanding Across Platforms—0
Single-Shot Phase Diversity Wavefront Sensing in Deep Turbulence via Metasurface Optics—0
SkiLD: Unsupervised Skill Discovery Guided by Factor Interactions—0
Prompting and Fine-Tuning of Small LLMs for Length-Controllable Telephone Call Summarization—0
C^2: Scalable Auto-Feedback for LLM-based Chart GenerationCode1
KMS states of Information Flow in Directed Brain Synaptic Networks—0
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