A reservoir computing model of episodic memory. - David Bhowmik; Kyriacos Nikiforou; Murray Shanahan; Michail Maniadakis; Panos E. Trahanias (IJCNN, 2016)

An Investigation of the Dynamical Transitions in Harmonically Driven Random Networks of Firing-Rate Neurons. - Kyriacos Nikiforou; Pedro A. M. Mediano; Murray Shanahan (Cogn. Comput., 2017)

The dynamics of continuous-time recurrent neural networks and their relevance to episodic memory. - Kyriacos Nikiforou (2019)

An Explicitly Relational Neural Network Architecture. - Murray Shanahan; Kyriacos Nikiforou; Antonia Creswell; Christos Kaplanis; David G. T. Barrett; Marta Garnelo (ICML, 2020)

AlignNet: Unsupervised Entity Alignment. - Antonia Creswell; Kyriacos Nikiforou; Oriol Vinyals; Andre Saraiva 001; Rishabh Kabra; Loic Matthey; Chris Burgess 001; Malcolm Reynolds; Richard Tanburn; Marta Garnelo; Murray Shanahan (CoRR, 2020)

A Generalist Neural Algorithmic Learner. - Borja Ibarz; Vitaly Kurin; George Papamakarios; Kyriacos Nikiforou; Mehdi Bennani; Róbert Csordás; Andrew Joseph Dudzik; Matko Bosnjak; Alex Vitvitskyi; Yulia Rubanova; Andreea Deac; Beatrice Bevilacqua; et al. (LoG, 2022)

A Predictive Processing Model of Episodic Memory and Time Perception. - Zafeirios Fountas; Anastasia Sylaidi; Kyriacos Nikiforou; Anil K. Seth; Murray Shanahan; Warrick Roseboom (Neural Comput., 2022)

Neural Algorithmic Reasoning with Causal Regularisation. - Beatrice Bevilacqua; Kyriacos Nikiforou; Borja Ibarz; Ioana Bica; Michela Paganini; Charles Blundell; Jovana Mitrovic; Petar Velickovic (ICML, 2023)

Hierarchical Reinforcement Learning in Complex 3D Environments. - Bernardo Ávila Pires; Feryal M. P. Behbahani; Hubert Soyer; Kyriacos Nikiforou; Thomas Keck; Satinder Singh 001 (CoRR, 2023)

Feature-Attending Recurrent Modules for Generalization in Reinforcement Learning. - Wilka Carvalho; Andrew Kyle Lampinen; Kyriacos Nikiforou; Felix Hill; Murray Shanahan (Trans. Mach. Learn. Res., 2023)