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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

Showing 126150 of 308 papers

TitleStatusHype
SEC-QA: A Systematic Evaluation Corpus for Financial QA0
GECOBench: A Gender-Controlled Text Dataset and Benchmark for Quantifying Biases in ExplanationsCode0
Prompts as Auto-Optimized Training Hyperparameters: Training Best-in-Class IR Models from Scratch with 10 Gold Labels0
Federated Learning-based Collaborative Wideband Spectrum Sensing and Scheduling for UAVs in UTM Systems0
Cephalo: Multi-Modal Vision-Language Models for Bio-Inspired Materials Analysis and DesignCode1
Are You Sure? Rank Them Again: Repeated Ranking For Better Preference Datasets0
AutoCoder: Enhancing Code Large Language Model with AIEV-InstructCode4
Automated Multi-level Preference for MLLMsCode1
SynDy: Synthetic Dynamic Dataset Generation Framework for Misinformation Tasks0
BEHAVIOR Vision Suite: Customizable Dataset Generation via Simulation0
Stable Diffusion Dataset Generation for Downstream Classification Tasks0
UniGen: Universal Domain Generalization for Sentiment Classification via Zero-shot Dataset GenerationCode0
Generative Dataset Distillation: Balancing Global Structure and Local Details0
Better Synthetic Data by Retrieving and Transforming Existing DatasetsCode7
Forcing Diffuse Distributions out of Language ModelsCode1
Learning Wireless Data Knowledge Graph for Green Intelligent Communications: Methodology and Experiments0
Multi-fingered Robotic Hand Grasping in Cluttered Environments through Hand-object Contact Semantic Mapping0
Generating Synthetic Ground Truth Distributions for Multi-step Trajectory Prediction using Probabilistic Composite Bézier Curves0
Injecting New Knowledge into Large Language Models via Supervised Fine-Tuning0
JAX-SPH: A Differentiable Smoothed Particle Hydrodynamics FrameworkCode2
Direct Alignment of Draft Model for Speculative Decoding with Chat-Fine-Tuned LLMs0
Block and Detail: Scaffolding Sketch-to-Image Generation0
NToP: NeRF-Powered Large-scale Dataset Generation for 2D and 3D Human Pose Estimation in Top-View Fisheye ImagesCode0
An Automated End-to-End Open-Source Software for High-Quality Text-to-Speech Dataset GenerationCode2
Clustering in Dynamic Environments: A Framework for Benchmark Dataset Generation With Heterogeneous ChangesCode0
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