Is Watermarking LLM-Generated Code Robust?

1 code implementation • 24 Mar 2024 • Tarun Suresh, Shubham Ugare, Gagandeep Singh, Sasa Misailovic

We present the first study of the robustness of existing watermarking techniques on Python code generated by large language models.

Improving LLM Code Generation with Grammar Augmentation

1 code implementation • 3 Mar 2024 • Shubham Ugare, Tarun Suresh, Hangoo Kang, Sasa Misailovic, Gagandeep Singh

We present SynCode a novel framework for efficient and general syntactical decoding of code with large language models (LLMs).

Code Generation valid

Incremental Randomized Smoothing Certification

1 code implementation • 31 May 2023 • Shubham Ugare, Tarun Suresh, Debangshu Banerjee, Gagandeep Singh, Sasa Misailovic

We experimentally demonstrate the effectiveness of our approach, showing up to 3x certification speedup over the certification that applies randomized smoothing of the approximate model from scratch.