SOTAVerified

Dataset Generation

The task involves enhancing the training of target application (e.g. autonomous driving systems) by generating datasets of diverse and critical elements (e.g. traffic scenarios). Traditional methods rely on expensive and limited datasets, which often fail to capture rare but essential situations that can pose risks during testing.

Papers

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Showing 276–300 of 308 papers

TitleStatusHype
Fairness-Utilization Trade-off in Wireless Networks with Explainable Kolmogorov-Arnold Networks—0
Deep learning-driven scheduling algorithm for a single machine problem minimizing the total tardiness—0
USM-SED - A Dataset for Polyphonic Sound Event Detection in Urban Sound Monitoring Scenarios—0
Fast and Knowledge-Free Deep Learning for General Game Playing (Student Abstract)—0
Feasible Low-thrust Trajectory Identification via a Deep Neural Network Classifier—0
Federated Learning-based Collaborative Wideband Spectrum Sensing and Scheduling for UAVs in UTM Systems—0
Fineweb-Edu-Ar: Machine-translated Corpus to Support Arabic Small Language Models—0
FinLLMs: A Framework for Financial Reasoning Dataset Generation with Large Language Models—0
Synthetic Dataset Generation with Itemset-Based Generative Models—0
FlowDA: Unsupervised Domain Adaptive Framework for Optical Flow Estimation—0
FMSD-TTS: Few-shot Multi-Speaker Multi-Dialect Text-to-Speech Synthesis for Ü-Tsang, Amdo and Kham Speech Dataset Generation—0
Deep DIC: Deep Learning-Based Digital Image Correlation for End-to-End Displacement and Strain Measurement—0
From General to Targeted Rewards: Surpassing GPT-4 in Open-Ended Long-Context Generation—0
Synthetic Datasets for Autonomous Driving: A Survey—0
V^2R-Bench: Holistically Evaluating LVLM Robustness to Fundamental Visual Variations—0
DataFreeShield: Defending Adversarial Attacks without Training Data—0
Generating Synthetic Ground Truth Distributions for Multi-step Trajectory Prediction using Probabilistic Composite Bézier Curves—0
Generating Synthetic Stereo Datasets using 3D Gaussian Splatting and Expert Knowledge Transfer—0
CyberPal.AI: Empowering LLMs with Expert-Driven Cybersecurity Instructions—0
Generation of artificial facial drug abuse images using Deep De-identified anonymous Dataset augmentation through Genetics Algorithm (3DG-GA)—0
Generative Adversarial Networks for anonymous Acneic face dataset generation—0
Generative Dataset Distillation: Balancing Global Structure and Local Details—0
Synthetic Error Dataset Generation Mimicking Bengali Writing Pattern—0
CorrSynth -- A Correlated Sampling Method for Diverse Dataset Generation from LLMs—0
Conversational QA Dataset Generation with Answer Revision—0
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