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Tankut Can

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…

Cited by 22SourcePDFScholar
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…