Blog
Machine Learning
Energy-based models, autoregressive models, learning theory, and formal methods for AI.
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Why Energy-Based Models? The Toy AR-vs-EBM Argument
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Score Matching: Training EBMs Without Ever Computing Z
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Autoregressive Models + LLMs Exponential Error-Compounding Argument — Is It Real or Fiction?
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Asking the Right Question: Formal Methods as Scalable Oversight
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Uniform Stability in Machine Learning Theory
Music
Jazz, arrangements, and other musical projects.
Meta-Research: How to Do Research
Research practice — picking directions, moving fast, writing, and thriving in the community — plus the self-development that supports it (e.g., mindfulness).
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Velocity in Research
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Vectoring: Attack the Biggest Uncertainty First
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Thriving in the Research Community
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How to Write a Statement of Purpose for Graduate School
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Mindfulness as a Cure for Anxiety
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Building Synergetic Teams for Research and Startups
Agentic Coding
Working with AI coding agents: workflows, prompt design, and writing in the AI era.