Neural Memory

This session will be online, we are going to familiarise ourselves with neural architectures that use episodic memory, we have slides to make it more intuitive and we'll try to build it up from there. Everyone is welcome and prereading is not needed, but you may check out at the references if you are interested in the topic. To get notified of the date subscribe here. Hope to see you there 😉.

References

2. Grounded Language Learning Fast and Slow (2020)

   Hill, Felix and Tieleman, Olivier and von Glehn, Tamara and Wong, Nathaniel and Merzic, Hamza and Clark, Stephen

4. Self-Attentive Associative Memory (2020)

   Le, Hung and Tran, Truyen and Venkatesh, Svetha

6. Episodic Curiosity through Reachability (2019)

   Savinov, Nikolay and Raichuk, Anton and Marinier, Raphaël and Vincent, Damien and Pollefeys, Marc and Lillicrap, Timothy and Gelly, Sylvain

8. Relational Recurrent Neural Networks (2018)

   Santoro, Adam and Faulkner, Ryan and Raposo, David and Rae, Jack and Chrzanowski, Mike and Weber, Theophane and Wierstra, Daan and Vinyals, Oriol and Pascanu, Razvan and Lillicrap, Timothy

10. Neural Episodic Control (2017)

    Pritzel, Alexander and Uria, Benigno and Srinivasan, Sriram and Puigdomènech, Adrià and Vinyals, Oriol and Hassabis, Demis and Wierstra, Daan and Blundell, Charles

12. Scaling Memory-Augmented Neural Networks with Sparse Reads and Writes (2016)

    Wayne, Greg and Rae, Jack W. and Hunt, Jonathan J. and Harley, Tim and Danihelka, Ivo and Senior, Andrew and Graves, Alex and Lillicrap, Timothy P.

14. Neural Turing Machines (2014)

    Graves, Alex and Wayne, Greg and Danihelka, Ivo