Selected CS and math work from MIT coursework, research, and side projects.
Featured Work
Featured·Deep Learning·MIT 6.7960 · Fall 2025
When Do Transformers Actually Beat LSTMs for Time Series Forecasting?
A controlled comparison of Transformer vs LSTM architectures across three time-series forecasting datasets, with attention-pattern analysis and ablations isolating where each architecture genuinely wins.
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Featured·Game Theory·MIT 14.18
Targeted Lobbying on Council Networks
Game-theoretic analysis of how a strategic outsider should target lobbying effort across a council network — using Katz–Bonacich centrality to identify members whose votes propagate furthest through the influence graph.