Latest Publications

• Karuvally, A., Nowak, F., Keller, T. A., Alonso, C. A., Sejnowski, T., Siegelmann, H. T. Bridging Expressivity and Scalability with Adaptive Unitary SSMs, Advances in Neural Information Processing Systems, 2025 (PDF)
• Karuvally, A., Lertsaroj, P., Sejnowski, T. J., Siegelmann, H. T. Exponential Dynamic Energy Network for High Capacity Sequence Memory, Advances in Neural Information Processing Systems, 2025 (PDF)
• Karuvally, A., Sejnowski, T. and Siegelmann, H.T. H. Hidden Traveling Waves Bind Working Memory Variables in Recurrent Neural Networks, International Conference on Machine Learning, 235:23266-23290, 2024 (PDF)
• Karuvally, A. Sejnowski, T. J. Siegelmann, H. T. General Sequential Episodic Memory Model, International Conference on Machine Learning, PMLR, 15900-15910, 2023 (PDF)