Co-audit: tools to help humans double-check AI-generated content

no code implementations • 2 Oct 2023 • Andrew D. Gordon, Carina Negreanu, José Cambronero, Rasika Chakravarthy, Ian Drosos, Hao Fang, Bhaskar Mitra, Hannah Richardson, Advait Sarkar, Stephanie Simmons, Jack Williams, Ben Zorn

Hence, we are seeing the emergence of tool-assisted experiences to help the user double-check a piece of AI-generated content.

Prompt Engineering

TrojanPuzzle: Covertly Poisoning Code-Suggestion Models

1 code implementation • 6 Jan 2023 • Hojjat Aghakhani, Wei Dai, Andre Manoel, Xavier Fernandes, Anant Kharkar, Christopher Kruegel, Giovanni Vigna, David Evans, Ben Zorn, Robert Sim

To achieve this, prior attacks explicitly inject the insecure code payload into the training data, making the poison data detectable by static analysis tools that can remove such malicious data from the training set.

Data Poisoning

What is it like to program with artificial intelligence?

no code implementations • 12 Aug 2022 • Advait Sarkar, Andrew D. Gordon, Carina Negreanu, Christian Poelitz, Sruti Srinivasa Ragavan, Ben Zorn

Large language models, such as OpenAI's codex and Deepmind's AlphaCode, can generate code to solve a variety of problems expressed in natural language.