| Jun 8, 2025 | New preprint released! Transient Dynamics in Lattices of Differentiating Ring Oscillators. Check it out at https://arxiv.org/pdf/2506.07253 |
| May 20, 2025 | New preprint released! Bridging Expressivity and Scalability with Adaptive Unitary SSMs. Check it out at https://arxiv.org/pdf/2507.05238 |
| Mar 10, 2025 | Defended my Phd thesis titled Beyond the Hopfield Memory Theory: Dynamic Energy Landscapes and Traveling Waves in RNNs. Thank you for my advisors Hava T. Siegelmann, Terry Sejnowski, and committee members Cameron Musco and Ina Fiterau. |
| Jul 21, 2024 | Presenting our paper titled Hidden Traveling Waves bind Working Memory Variables in Recurrent Neural Networks at the ICML 2024 https://proceedings.mlr.press/v235/karuvally24a.html |
| Oct 4, 2023 | New preprint released! We applied the Episodic Memory Theory to mechanistically intepret RNNs. We fully describe the behavior of RNNs trained on simple tasks and provide a method to interpret the learned parameters and hidden states. Check it out at https://arxiv.org/abs/2310.02430 |
| Jul 28, 2023 | Presenting Episodic Memory Theory of Recurrent Neural Networks at TAG-ML workshop in ICML 2023, Hawaii. Check-in for an approach to mechanistically interpret RNNs using ideas from the Memory Modeling literature. |
| Jul 21, 2023 | Presenting General Sequential Episodic Memory Model at ICML 2023, Hawaii. Looking forward to meet all the memory researchers there. |
| Jul 3, 2023 | Presentation and discussions at the Institute for Machine Learning, Johannes Kepler University on GSEMM and EMT. Thanks to Günter, Daniel, Sebastian and the others for a wonderful summer of research. |
| Nov 21, 2021 | Check out our new preprint Energy-based General Sequential Episodic Memory Networks at the Adiabatic Limit for a new memory modeling paradigm where the energy surface is not stationary but have temporal characteristics. |