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cs.LG2026
A Markovian View of Iterative-Feedback Loops in Image Generative Models: Neural Resonance and Model Collapse
Vibhas Kumar Vats, David J. Crandall, Samuel Goree
AI training datasets will inevitably contain AI-generated examples, leading to ``feedback'' in which the output of one model impacts the training of another. It is known that such…
cs.LG2025★ 1 cited
Geospatial Diffusion for Land Cover Imperviousness Change Forecasting
Debvrat Varshney, Vibhas Vats, Bhartendu Pandey +2
Land cover, both present and future, has a significant effect on several important Earth system processes. For example, impervious surfaces heat up and speed up surface water runof…