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cs.LG2026
Correcting Stochastic Update Bias in Preconditioned Language Model Optimizers
Nikhil Nayak, Julia White, Urchade Zaratiana +7
Preconditioned optimizers are central to language model training, but their stochastic update rules are usually treated as direct approximations to population preconditioned descen…
cs.LG2025
TreeCoder: Systematic Exploration and Optimisation of Decoding and Constraints for LLM Code Generation
Henrijs Princis, Arindam Sharma, Cristina David
Large language models (LLMs) have shown remarkable ability to generate code, yet their outputs often violate syntactic or semantic constraints when guided only through natural lang…