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Learning with Synthetic Data via SGD in High-Dimensional Linear Regression
BACKGROUND
1 SIGNALFIRST DETECTED 11 September 2026
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11 Sept
Learning with Synthetic Data via SGD in High-Dimensional Linear Regression
REPORT · HOW · ArXiv CS.AI
Other feeds and industry voices
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
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25 Mar
Efficient Embedding-based Synthetic Data Generation for Complex Reasoning Tasks
arXiv:2603.22294v1 Announce Type: cross Abstract: Synthetic Data Generation (SDG), leveraging Large Language Models (LLMs), has recently been recognized and broadly adopted as an
REPORT · WHAT · ArXiv CS.AIOPEN STORY
31 Aug
Should I Use This Synthetic Dataset for Training? How to Test with Minimal Real Data
arXiv:2608.27996v1 Announce Type: new Abstract: Digital twins (DTs) and learned world models are increasingly used to generate synthetic data that augment the scarce real datasets
REPORT · HOW · ArXiv CS.AIOPEN STORY
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