1 code implementation • 21 Nov 2022 • Jinghan Jia, Shashank Srikant, Tamara Mitrovska, Chuang Gan, Shiyu Chang, Sijia Liu, Una-May O'Reilly
We integrate contrastive learning (CL) with adversarial learning to co-optimize the robustness and accuracy of code models.
no code implementations • 20 Oct 2022 • Alex Gu, Tamara Mitrovska, Daniela Velez, Jacob Andreas, Armando Solar-Lezama
We introduce ObSynth, an interactive system leveraging the domain knowledge embedded in large language models (LLMs) to help users design object models from high level natural language prompts.
1 code implementation • ICLR 2021 • Shashank Srikant, Sijia Liu, Tamara Mitrovska, Shiyu Chang, Quanfu Fan, Gaoyuan Zhang, Una-May O'Reilly
We further show that our formulation is better at training models that are robust to adversarial attacks.