Research
Research
I study complex systems through noisy data, inaccurate models, and unrealistic simulations. My work ranges from density functional theory & molecular dynamics for chemical and molecular systems to networks1 & multimodal models for biological and social systems.
Just like the Human Genome Project, I’m motivated by finding and scaling noisy data to make our models ever so slightly more accurate, and our simulations a little closer to the world we’re trying to explain.2 And if we can explain it, can we use that understanding to build something new?
My work has been covered by The New York Times, Wall Street Journal, OpenAI, and others.
Selected papers
- A digital archive reveals how a funding agency cooperated with academics to support the nascent field of genomics (opens in a new tab)
- EPSVec: Efficient and Private Synthetic Data Generation via Dataset Vectors (opens in a new tab)
- CAGE: Coherence-Aware Graph Encoding for Retrieval-Augmented Generation (opens in a new tab)
- RAFFLES: Reasoning-based Attribution of Faults for LLM Systems (opens in a new tab)
- DF-RAG: Query-Aware Diversity for Retrieval-Augmented Generation (opens in a new tab)
- SAFARI: Scaling Long Horizon Agentic Fault Attribution via Active Investigation (opens in a new tab)
- BuyTheBy: A dataset of 18,710 text-based paper mill advertisements with 51,812 timestamped prices (opens in a new tab)
- The entities enabling scientific fraud at scale are large, resilient, and growing rapidly (opens in a new tab)
- Widespread misidentification of scanning electron microscope instruments in the peer-reviewed materials science and engineering literature (opens in a new tab)
- Exploitation of intellectual property systems for the manipulation of academic reputations (opens in a new tab)
- Ethical considerations in utilizing artificial intelligence for analyzing the NHGRI’s History of Genomics and Human Genome Project archives (opens in a new tab)
- How well do implicit solvation models represent intermolecular binding energies in organic-inorganic solutions? (opens in a new tab)