Never Give Up: Learning Directed Exploration Strategies. - Adrià Puigdomènech Badia; Pablo Sprechmann; Alex Vitvitskyi; Zhaohan Daniel Guo; Bilal Piot; Steven Kapturowski; Olivier Tieleman; Martín Arjovsky; Alexander Pritzel; Andrew Bolt; Charles Blundell (ICLR, 2020)

Agent57: Outperforming the Atari Human Benchmark. - Adrià Puigdomènech Badia; Bilal Piot; Steven Kapturowski; Pablo Sprechmann; Alex Vitvitskyi; Zhaohan Daniel Guo; Charles Blundell (ICML, 2020)

Coverage as a Principle for Discovering Transferable Behavior in Reinforcement Learning. - Víctor Campos 001; Pablo Sprechmann; Steven Hansen 001; André Barreto 001; Steven Kapturowski; Alex Vitvitskyi; Adrià Puigdomènech Badia; Charles Blundell (CoRR, 2021)

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)

Transformers need glasses! Information over-squashing in language tasks. - Federico Barbero; Andrea Banino; Steven Kapturowski; Dharshan Kumaran; João Guilherme Madeira Araújo; Oleksandr Vitvitskyi; Razvan Pascanu; Petar Velickovic (NeurIPS, 2024)

The CLRS-Text Algorithmic Reasoning Language Benchmark. - Larisa Markeeva; Sean McLeish; Borja Ibarz; Wilfried Bounsi; Olga Kozlova; Alex Vitvitskyi; Charles Blundell; Tom Goldstein; Avi Schwarzschild; Petar Velickovic (CoRR, 2024)

Transformers meet Neural Algorithmic Reasoners. - Wilfried Bounsi; Borja Ibarz; Andrew Dudzik; Jessica B. Hamrick; Larisa Markeeva; Alex Vitvitskyi; Razvan Pascanu; Petar Velickovic (CoRR, 2024)

Amplifying human performance in combinatorial competitive programming. - Petar Velickovic; Alex Vitvitskyi; Larisa Markeeva; Borja Ibarz; Lars Buesing; Matej Balog; Alexander Novikov 001 (CoRR, 2024)

Round and Round We Go! What makes Rotary Positional Encodings useful? - Federico Barbero; Alex Vitvitskyi; Christos Perivolaropoulos; Razvan Pascanu; Petar Velickovic (ICLR, 2025)

What makes a good feedforward computational graph? - Alex Vitvitskyi; João G. M. Araújo; Marc Lackenby; Petar Velickovic (CoRR, 2025)