In this interview series, we're meeting some of the AAAI/SIGAI Doctoral Consortium participants to find out more about their research. We sat down with Prakhar Ganesh to learn about his work on responsible AI, which is focussed on the concept of multiplicity. We found out more about some of the projects he's been involved in, his future plans, and how he got into the field. Could you start with a quick introduction to yourself, where you're studying, and the broad topic of your research? My name is Prakhar Ganesh. I'm also affiliated with Mila, which is a research institute in Montreal. My supervisor is Professor Golnoosh Farnadi.

Anxiety over AI replacing entire industries has already pushed people to change course in their classes and career. Anxiety over AI replacing entire industries has already pushed people to change course in their classes and career. Matthew Ramirez started at Western Governors University as a computer science major in 2025, drawn by the promise of a high-paying, flexible career as a programmer. But as headlines mounted about tech layoffs and AI's potential to replace entry-level coders, he began to question whether that path would actually lead to a job. When the 20-year-old interviewed for a datacenter technician role that June and never heard back, his doubts deepened.

Figure 4: estimated E[zzT].IWVI provides thestratez2RK 1 space

The other is GRL-SVO(NUP), a fast heuristic providing a total order directly.

Work completed at the University of Washington. Work completed at Microsoft Research.