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 101–125 of 308 papers

TitleStatusHype
Reasoning Inconsistencies and How to Mitigate Them in Deep Learning—0
Concept-Aware LoRA for Domain-Aligned Segmentation Dataset Generation—0
Neuro-Symbolic Scene Graph Conditioning for Synthetic Image Dataset Generation—0
Automating 3D Dataset Generation with Neural Radiance FieldsCode0
Transport-Related Surface Detection with Machine Learning: Analyzing Temporal Trends in Madrid and ViennaCode0
Unveiling the Invisible: Reasoning Complex Occlusions Amodally with AURA—0
ValuePilot: A Two-Phase Framework for Value-Driven Decision-Making—0
Dynamic-KGQA: A Scalable Framework for Generating Adaptive Question Answering Datasets—0
Technical report of a DMD-based Characterization Method for Vision Sensors—0
Undertrained Image Reconstruction for Realistic Degradation in Blind Image Super-Resolution—0
WebFAQ: A Multilingual Collection of Natural Q&A Datasets for Dense Retrieval—0
Holistic Audit Dataset Generation for LLM Unlearning via Knowledge Graph Traversal and Redundancy Removal—0
SpecDM: Hyperspectral Dataset Synthesis with Pixel-level Semantic Annotations—0
Beyond Translation: LLM-Based Data Generation for Multilingual Fact-CheckingCode0
Synth It Like KITTI: Synthetic Data Generation for Object Detection in Driving ScenariosCode0
TreeCut: A Synthetic Unanswerable Math Word Problem Dataset for LLM Hallucination EvaluationCode0
One-Shot Federated Learning with Classifier-Free Diffusion Models—0
MultiFloodSynth: Multi-Annotated Flood Synthetic Dataset Generation—0
Behavioral Entropy-Guided Dataset Generation for Offline Reinforcement Learning—0
Synthetic User Behavior Sequence Generation with Large Language Models for Smart Homes—0
iTRI-QA: a Toolset for Customized Question-Answer Dataset Generation Using Language Models for Enhanced Scientific Research—0
E-Gen: Leveraging E-Graphs to Improve Continuous Representations of Symbolic ExpressionsCode0
Measuring and Mitigating Hallucinations in Vision-Language Dataset Generation for Remote Sensing—0
A Dataset Generation Toolbox for Dynamic Security Assessment: On the Role of the Security BoundaryCode0
The Invisible Hand: Unveiling Provider Bias in Large Language Models for Code Generation—0
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