Publications

14 papers

Selected from the full record on Google Scholar. Citation counts refresh from OpenAlex.

In preparation or submission

• Joint Acceptable Region Exploration: Bayesian optimization acquisition functions that search for edges of failure and jointly acceptable regions during process characterization. Submitted
• An LLM workflow that reads lab equipment protocol manuals, generates driver code, and lets bench scientists build automation applications in natural language, with an evaluation framework for instrument-command reliability. Submitted
• A neural-ODE architecture for reaction networks and cell culture, written in PyTorch and torchdiffeq. In prep
• Latent chemical embeddings for Bayesian optimization, so chemical space and numeric process parameters can be searched together instead of one-hot encoded. In prep
• An applied Bayesian optimization case study. In prep