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. |