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 126–150 of 308 papers

TitleStatusHype
Neural Error Covariance Estimation for Precise LiDAR Localization—0
DynScene: Scalable Generation of Dynamic Robotic Manipulation Scenes for Embodied AI—0
Low-Biased General Annotated Dataset Generation—0
Movie2Story: A framework for understanding videos and telling stories in the form of novel text—0
Cognition Chain for Explainable Psychological Stress Detection on Social MediaCode0
SciFaultyQA: Benchmarking LLMs on Faulty Science Question Detection with a GAN-Inspired Approach to Synthetic Dataset GenerationCode0
Unbiased General Annotated Dataset Generation—0
JAPAGEN: Efficient Few/Zero-shot Learning via Japanese Training Dataset Generation with LLMCode0
VariFace: Fair and Diverse Synthetic Dataset Generation for Face Recognition—0
SynFinTabs: A Dataset of Synthetic Financial Tables for Information and Table ExtractionCode0
An Evolutionary Large Language Model for Hallucination Mitigation—0
Know Your RAG: Dataset Taxonomy and Generation Strategies for Evaluating RAG Systems—0
Drone Detection using Deep Neural Networks Trained on Pure Synthetic DataCode0
CorrSynth -- A Correlated Sampling Method for Diverse Dataset Generation from LLMs—0
HyperFace: Generating Synthetic Face Recognition Datasets by Exploring Face Embedding Hypersphere—0
Fineweb-Edu-Ar: Machine-translated Corpus to Support Arabic Small Language Models—0
Fairness-Utilization Trade-off in Wireless Networks with Explainable Kolmogorov-Arnold Networks—0
Simulating User Agents for Embodied Conversational-AI—0
SYNOSIS: Image synthesis pipeline for machine vision in metal surface inspection—0
Pseudo Dataset Generation for Out-of-Domain Multi-Camera View Recommendation—0
FTSmartAudit: A Knowledge Distillation-Enhanced Framework for Automated Smart Contract Auditing Using Fine-Tuned LLMs—0
Anchored Alignment for Self-Explanations Enhancement—0
Autonomous Self-Trained Channel State Prediction Method for mmWave Vehicular Communications—0
HealthQ: Unveiling Questioning Capabilities of LLM Chains in Healthcare Conversations—0
EarthquakeNPP: Benchmark Datasets for Earthquake Forecasting with Neural Point Processes—0
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