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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

Showing 24512475 of 9051 papers

TitleStatusHype
AIR: Unifying Individual and Collective Exploration in Cooperative Multi-Agent Reinforcement Learning0
Segmentation-based Extraction of Key Components from ECG Images: A Framework for Precise Classification and Digitization0
A Review of the Marathi Natural Language Processing0
Adversarial Robustness through Dynamic Ensemble Learning0
The First Multilingual Model For The Detection of Suicide Texts0
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles0
Ethics and Technical Aspects of Generative AI Models in Digital Content Creation0
Novelty-Guided Data Reuse for Efficient and Diversified Multi-Agent Reinforcement LearningCode0
Watertox: The Art of Simplicity in Universal Attacks A Cross-Model Framework for Robust Adversarial Generation0
Fast inverse lithography based on a model-driven block stacking convolutional neural network0
The impact of behavioral diversity in multi-agent reinforcement learning0
Active Inference and Human--Computer Interaction0
LLMs Lost in Translation: M-ALERT uncovers Cross-Linguistic Safety Gaps0
Moving Beyond LDA: A Comparison of Unsupervised Topic Modelling Techniques for Qualitative Data Analysis of Online Communities0
Progressive Multimodal Reasoning via Active Retrieval0
Balanced Gradient Sample Retrieval for Enhanced Knowledge Retention in Proxy-based Continual Learning0
A Unifying Information-theoretic Perspective on Evaluating Generative Models0
Cultivating Archipelago of Forests: Evolving Robust Decision Trees through Island CoevolutionCode0
Uncertainty Awareness in Wireless Communications and Sensing0
Generating Diverse Hypotheses for Inductive Reasoning0
Policy Decorator: Model-Agnostic Online Refinement for Large Policy Model0
Embedding Cultural Diversity in Prototype-based Recommender Systems0
Inferring protein folding mechanisms from natural sequence diversity0
RoboMIND: Benchmark on Multi-embodiment Intelligence Normative Data for Robot Manipulation0
Data-driven Discovery of Biophysical T Cell Receptor Co-specificity Rules0
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