One of the biggest shifts we're seeing in AI is moving beyond scaling data or scaling models in isolation toward co-evolving both together. @karanps's ICML2026 paper is a great example of that thinking: as a model matures, its learning environment should mature with it.
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Replying to @karanps
Published at ICML 2026, with the final version and code now available!
Curriculum-Guided Layer Scaling for Language Model Pretraining
📄 Paper: arxiv.org/abs/2506.11389
💻 Code: github.com/su-karanps/cgls
With Neil Band (@neilbband) and Ehsan Adeli (@eadeli)





