Author

KC Sooraj

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#reinforcement learning Book Oct 2026

Structure-Preserving Reinforcement Learning for Language Models: Leveraging Geometry

We propose a geometric framework for structure-preserving reinforcement learning in the fine-tuning of large language models (LLMs), grounded in Lie algebraic geometry. The approach systematically identifies geometric constraints in representation spaces by analyzing semantic transformations and detecting cases where e...

KC Sooraj, Vivek Mishra, Sarit Maitra · CRC Press eBooks · 0 citations