2026

Graph State Networks — Persistent Nodewise Selective State Space Models

Arijit Dey. Transactions on Machine Learning Research (TMLR), 2026.

Persistent, nodewise selective state-space models for scalable graph representation learning.

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Keywords: graph neural networks, state-space models, selective state, scalable graph learning.

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Under review

Convergence of Asynchronous Stochastic Gradient Descent for Polyak–Łojasiewicz Functions

Arijit Dey, Bahman Gharesifard. Submitted to IEEE Transactions on Automatic Control.

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Keywords: asynchronous optimization, stochastic gradient descent, Polyak–Łojasiewicz condition, convergence analysis.

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