news

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.