Nishant Aswani
phd student @ nyu
interpretability, dynamical systems
contact: [firstname] [lastname] [at] nyu.edu
“We are both queens, so who will hang out the laundry?”
– Unknown
technicals
| Decompositions | 🚧 Under Construction 🚧 | |
| Deriving the Diffusion Equation from a Random Walk | Sep 15, 2024 | Read → |
| Discussing PCA and Linear Autoencoders | Dec 17, 2023 | Read → |
| Technical Glossary (Never Complete) | Aug 1, 2021 | Read → |
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| CODE | Definition |
|---|---|
| EXPO | Exposition, explainers, deep dives |
| QUIK | Brief notes |
| DEFN | Glossary, definitions |
publications
| Koopman Autoencoders Learn Representation Dynamics | Sep 23, 2025 | |
| Representing Neural Network Layers as Linear Operations via Koopman Operator Theory | Sep 23, 2025 | UniReps @ NeurIPS'25 (PMLR TBD) → |
| Examining Changes in Internal Representations of Continual Learning Models Through Tensor Decomposition | May 6, 2024 | ContinualAI Unconf. (PMLR 249) → |
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