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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
EXPO
🚧 Under Construction 🚧
Deriving the Diffusion Equation from a Random Walk
QUIK
Sep 15, 2024 Read →
Discussing PCA and Linear Autoencoders
EXPO
Dec 17, 2023 Read →
Technical Glossary (Never Complete)
DEFN
Aug 1, 2021 Read →
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CODE Definition
EXPO Exposition, explainers, deep dives
QUIK Brief notes
DEFN Glossary, definitions
publications
Representing Neural Network Layers as Linear Operations via Koopman Operator Theory
PUBL
Sep 23, 2025 UniReps @ NeurIPS'25 (PMLR TBD) →
Koopman Autoencoders Learn Representation Dynamics
PUBL
Jul 17, 2025
MUGen@ICML'25 → Read →
Examining Changes in Internal Representations of Continual Learning Models Through Tensor Decomposition
Category
May 6, 2024 ContinualAI Unconf. (PMLR 249) →
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