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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 3951–4000 of 9051 papers

TitleStatusHype
Exploring Precision and Recall to assess the quality and diversity of LLMsCode0
RPMixer: Shaking Up Time Series Forecasting with Random Projections for Large Spatial-Temporal Data—0
Improving Demonstration Diversity by Human-Free Fusing for Text-to-SQLCode0
Instruction Diversity Drives Generalization To Unseen Tasks—0
Python is Not Always the Best Choice: Embracing Multilingual Program of ThoughtsCode0
Crafting a Good Prompt or Providing Exemplary Dialogues? A Study of In-Context Learning for Persona-based Dialogue Generation—0
How to Train Data-Efficient LLMs—0
Inadequacies of Large Language Model Benchmarks in the Era of Generative Artificial Intelligence—0
Symmetry-Breaking Augmentations for Ad Hoc Teamwork—0
Generating Diverse Translation with Perturbed kNN-MT—0
Cosmic radiation drives quasi-periodic changes in the diversity of siliceous marine microplankton—0
UMOEA/D: A Multiobjective Evolutionary Algorithm for Uniform Pareto Objectives based on Decomposition—0
DUEL: Duplicate Elimination on Active Memory for Self-Supervised Class-Imbalanced Learning—0
Discovering Sensorimotor Agency in Cellular Automata using Diversity SearchCode0
MaxMin-RLHF: Alignment with Diverse Human Preferences—0
Dataset Clustering for Improved Offline Policy LearningCode0
One-shot Imitation in a Non-Stationary Environment via Multi-Modal Skill—0
Understanding fitness landscapes in morpho-evolution via local optima networks—0
Topic Modeling as Multi-Objective Contrastive Optimization—0
Towards an Understanding of Stepwise Inference in Transformers: A Synthetic Graph Navigation Model—0
Multi-Modal Emotion Recognition by Text, Speech and Video Using Pretrained Transformers—0
Beware of Words: Evaluating the Lexical Diversity of Conversational LLMs using ChatGPT as Case Study—0
SAIS: A Novel Bio-Inspired Artificial Immune System Based on Symbiotic ParadigmCode0
A two-stage algorithm in evolutionary product unit neural networks for classification—0
Towards a Systematic Approach to Design New Ensemble Learning AlgorithmsCode0
ACTER: Diverse and Actionable Counterfactual Sequences for Explaining and Diagnosing RL Policies—0
Monopoly agenda control with privately informed voters—0
Scrapping The Web For Early Wildfire Detection: A New Annotated Dataset of Images and Videos of Smoke Plumes In-the-wild—0
Randomness Is All You Need: Semantic Traversal of Problem-Solution Spaces with Large Language ModelsCode0
Rethinking Data Selection for Supervised Fine-Tuning—0
Conversational Assistants in Knowledge-Intensive Contexts: An Evaluation of LLM- versus Intent-based Systems—0
Beyond Answers: Transferring Reasoning Capabilities to Smaller LLMs Using Multi-Teacher Knowledge DistillationCode0
Advancing Video Anomaly Detection: A Concise Review and a New Dataset—0
Multimodal Query Suggestion with Multi-Agent Reinforcement Learning from Human Feedback—0
Learning Diverse Policies with Soft Self-Generated Guidance—0
On Provable Length and Compositional GeneralizationCode0
What is "Typological Diversity" in NLP?Code0
Controllable Diverse Sampling for Diffusion Based Motion Behavior Forecasting—0
Improved Generalization of Weight Space Networks via AugmentationsCode0
Partially Recentralization Softmax Loss for Vision-Language Models Robustness—0
Embedding Large Language Models into Extended Reality: Opportunities and Challenges for Inclusion, Engagement, and Privacy—0
On Practical Diversified Recommendation with Controllable Category Diversity FrameworkCode0
Learning immune receptor representations with protein language models—0
Multi-class Road Defect Detection and Segmentation using Spatial and Channel-wise Attention for Autonomous Road Repairing—0
LB-KBQA: Large-language-model and BERT based Knowledge-Based Question and Answering System—0
Linguistic features for sentence difficulty prediction in ABSA—0
"Define Your Terms" : Enhancing Efficient Offensive Speech Classification with DefinitionCode0
Avoiding an AI-imposed Taylor's Version of all music history—0
Diversity Measurement and Subset Selection for Instruction Tuning Datasets—0
Grammar-based evolutionary approach for automated workflow composition with domain-specific operators and ensemble diversity—0
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