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cs.PL2025
Scaling Optimization Over Uncertainty via Compilation
Minsung Cho, John Gouwar, Steven Holtzen
Probabilistic inference is fundamentally hard, yet many tasks require optimization on top of inference, which is even harder. We present a new optimization-via-compilation strategy…
cs.PL2024
Knowledge Transfer from High-Resource to Low-Resource Programming Languages for Code LLMs
Federico Cassano, John Gouwar, Francesca Lucchetti +7
Over the past few years, Large Language Models of Code (Code LLMs) have started to have a significant impact on programming practice. Code LLMs are also emerging as building blocks…