The research directions I want to work on, and the infrastructure, papers, and computational studies behind them. Each entry states its type and how AI was used.
I am returning to education in a PhD program to master my own knowledge interactions with the data I meet in my research.
How AI should be designed and built into learning, knowledge work, and scientific reasoning so that machine capability…
Retrieval and generation grounded in primary sources: hybrid BM25 and dense retrieval over full-text papers, answers…
Models that make a scientific measurement cheaper or a hypothesis testable: protein stability prediction, Markov state…
Neural decoders for quantum error correction inside a real-time budget, learned search over quantum-optimization…