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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 2501–2550 of 9051 papers

TitleStatusHype
Competition and Diversity in Generative AICode0
Machine Learning Information Retrieval and Summarisation to Support Systematic Review on Outcomes Based Contracting—0
Towards Precision in Bolted Joint Design: A Preliminary Machine Learning-Based Parameter Prediction—0
RoomTour3D: Geometry-Aware Video-Instruction Tuning for Embodied Navigation—0
Surveying Facial Recognition Models for Diverse Indian Demographics: A Comparative Analysis on LFW and Custom Dataset—0
Multi-perspective Alignment for Increasing Naturalness in Neural Machine Translation—0
Diversity Drives Fairness: Ensemble of Higher Order Mutants for Intersectional Fairness of Machine Learning Software—0
A Dynamical Systems-Inspired Pruning Strategy for Addressing Oversmoothing in Graph Neural Networks—0
CADSpotting: Robust Panoptic Symbol Spotting on Large-Scale CAD Drawings—0
MIT-10M: A Large Scale Parallel Corpus of Multilingual Image Translation—0
LOGen: Toward Lidar Object Generation by Point Diffusion—0
Efficient Diversity-Preserving Diffusion Alignment via Gradient-Informed GFlowNets—0
AmCLR: Unified Augmented Learning for Cross-Modal RepresentationsCode0
Reconfigurable Holographic Surface-aided Distributed MIMO Radar Systems—0
VariFace: Fair and Diverse Synthetic Dataset Generation for Face Recognition—0
PPT: Pretraining with Pseudo-Labeled Trajectories for Motion Forecasting—0
Diverse Score Distillation—0
AIDE: Task-Specific Fine Tuning with Attribute Guided Multi-Hop Data Expansion—0
CONDEN-FI: Consistency and Diversity Learning-based Multi-View Unsupervised Feature and In-stance Co-Selection—0
Exploring Critical Testing Scenarios for Decision-Making Policies: An LLM Approach—0
Diffusing Differentiable Representations—0
Learnable Evolutionary Multi-Objective Combinatorial Optimization via Sequence-to-Sequence ModelCode0
Data Quality Enhancement on the Basis of Diversity with Large Language Models for Text Classification: Uncovered, Difficult, and Noisy—0
Does RLHF Scale? Exploring the Impacts From Data, Model, and Method—0
SILMM: Self-Improving Large Multimodal Models for Compositional Text-to-Image Generation—0
Measuring Grammatical Diversity from Small Corpora: Derivational Entropy Rates, Mean Length of Utterances, and Annotation Invariance—0
Computational models of learning and synaptic plasticity—0
WavFusion: Towards wav2vec 2.0 Multimodal Speech Emotion Recognition—0
PromptRefine: Enhancing Few-Shot Performance on Low-Resource Indic Languages with Example Selection from Related Example Banks—0
Cross-feeding Creates Tipping Points in Microbiome Diversity—0
Diversity Over Quantity: A Lesson From Few Shot Relation Classification—0
Neuro-Symbolic Data Generation for Math Reasoning—0
Approaches to studying virus pangenome variation graphs—0
7 Tesla multimodal MRI dataset of ex-vivo human brain—0
BimArt: A Unified Approach for the Synthesis of 3D Bimanual Interaction with Articulated Objects—0
Decomposed Distribution Matching in Dataset CondensationCode0
Prompt Transfer for Dual-Aspect Cross Domain Cognitive DiagnosisCode0
RMD: A Simple Baseline for More General Human Motion Generation via Training-free Retrieval-Augmented Motion Diffuse—0
Artificial intelligence and the internal processes of creativity—0
Exploring Transformer-Based Music Overpainting for Jazz Piano Variations—0
GigaHands: A Massive Annotated Dataset of Bimanual Hand Activities—0
LMDM:Latent Molecular Diffusion Model For 3D Molecule Generation—0
Multisource Collaborative Domain Generalization for Cross-Scene Remote Sensing Image Classification—0
Demonstration Selection for In-Context Learning via Reinforcement Learning—0
Information Geometry for Maximum Diversity Distributions—0
Sometimes I am a Tree: Data Drives Unstable Hierarchical GeneralizationCode0
Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-TuningCode0
Surveying the Effects of Quality, Diversity, and Complexity in Synthetic Data From Large Language Models—0
The Role of Text-to-Image Models in Advanced Style Transfer Applications: A Case Study with DALL-E 3—0
LDPC-Coded Molecular Communications with Increased Diversity—0
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