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Should I Use This Synthetic Dataset for Training? How to Test with Minimal Real

BACKGROUND

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How the story developed

31 Aug

Should I Use This Synthetic Dataset for Training? How to Test with Minimal Real Data

REPORT · HOW · ArXiv CS.AI

Other feeds and industry voices

16 Sept

Synthetic Data in Marketing Research: How to Evaluate and When to Trust

arXiv:2609.13995v1 Announce Type: new Abstract: Debate over synthetic data in marketing research has polarized between claims that large language models (LLMs) make human

REPORT · WHEN · ArXiv CS.AIOPEN STORY

11 Sept

Learning with Synthetic Data via SGD in High-Dimensional Linear Regression

arXiv:2609.09572v1 Announce Type: cross Abstract: Synthetic data has become a promising way to scale model training beyond limited human-generated data but it may also induce

REPORT · WHERE · ArXiv CS.AIOPEN STORY

4 Aug

WM-Cov: Test Adequacy for Interactive World-Model-Style Autonomous Driving Simulation

arXiv:2608.00298v1 Announce Type: new Abstract: World models and generative simulators are emerging as interactive testing infrastructure for autonomous driving because they can

REPORT · WHAT · ArXiv CS.AIOPEN STORY

30 Mar

Beyond Real Data: Synthetic Data through the Lens of Regularization

Synthetic data can improve generalization when real data is scarce, but excessive reliance may introduce distributional mismatches that degrade performance. In this paper, we

REPORT · WHEN · Apple Machine Learning ResearchOPEN STORY

Sources

ArXiv CS.AI

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