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Kamesh Krishnamurthy

2 accepted papers

2025

Flow-field inference from neural data using deep recurrent networks

ICML 2025poster

Neural computations underlying processes such as decision-making, working memory, and motor control are thought to emerge from neural population dynamics. But estimating these dynamics remains a significant challenge. Here we introduce Flow-field Inference from Neural Data using deep Recurrent netwo…

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2023

Trainability, Expressivity and Interpretability in Gated Neural ODEs

ICML 2023poster

Understanding how the dynamics in biological and artificial neural networks implement the computations required for a task is a salient open question in machine learning and neuroscience. In particular, computations requiring complex memory storage and retrieval pose a significant challenge for thes…