2 papers
cs.LG2026
On the Robustness of Langevin Dynamics to Score Function Error
Daniel Yiming Cao, August Y. Chen, Karthik Sridharan +1
We consider the robustness of score-based generative modeling to errors in the estimate of the score function. In particular, we show that Langevin dynamics is not robust to the $L…
cs.LG2026
When Does Model Collapse Occur in Structured Interactive Learning?
Yuchen Wu, Kangjie Zhou, Weijie Su
The proliferation of generative artificial intelligence has given rise to an interactive learning environment, where model parameters are continuously updated using not only data g…