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Why Reproducibility is the Ultimate Teacher: A Clean-Room SAM Replication

A deep dive into scientific validation, deconstructing the ICLR 2021 SAM optimizer from first principles by analyzing the raw training process.

3 min read · November 03, 2025

2025 · Reproducibility Optimization Scientific Rigor Deep Learning Undergraduate Research
The Geometry of Thought: An Early Exploration in Structured Representation

An independent undergraduate research project exploring the use of number-theoretic priors for structured representation learning.

3 min read · October 29, 2025

2025 · Representation Learning Inductive Bias Architectural Regularization Undergraduate Research