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cs.LG2025
Combining Large Language Models and Gradient-Free Optimization for Automatic Control Policy Synthesis
Carlo Bosio, Matteo Guarrera, Alberto Sangiovanni-Vincentelli +1
Large Language models (LLMs) have shown promise as generators of symbolic control policies, producing interpretable program-like representations through iterative search. However,…
cs.LG2021
Class-wise Thresholding for Robust Out-of-Distribution Detection
Matteo Guarrera, Baihong Jin, Tung-Wei Lin +3
We consider the problem of detecting OoD(Out-of-Distribution) input data when using deep neural networks, and we propose a simple yet effective way to improve the robustness of sev…