Representation Learning via Invariant Causal Mechanisms. - Jovana Mitrovic; Brian McWilliams; Jacob C. Walker; Lars Holger Buesing; Charles Blundell (ICLR, 2021)

Procedural generalization by planning with self-supervised world models. - Ankesh Anand; Jacob C. Walker; Yazhe Li; Eszter Vértes; Julian Schrittwieser; Sherjil Ozair; Theophane Weber; Jessica B. Hamrick (ICLR, 2022)

CoBERL: Contrastive BERT for Reinforcement Learning. - Andrea Banino; Adrià Puigdomènech Badia; Jacob C. Walker; Tim Scholtes; Jovana Mitrovic; Charles Blundell (ICLR, 2022)

SemPPL: Predicting Pseudo-Labels for Better Contrastive Representations. - Matko Bosnjak; Pierre Harvey Richemond; Nenad Tomasev; Florian Strub; Jacob C. Walker; Felix Hill; Lars Holger Buesing; Razvan Pascanu; Charles Blundell; Jovana Mitrovic (ICLR, 2023)

Investigating the Role of Model-Based Learning in Exploration and Transfer. - Jacob C. Walker; Eszter Vértes; Yazhe Li; Gabriel Dulac-Arnold; Ankesh Anand; Theophane Weber; Jessica B. Hamrick (ICML, 2023)

Transframer: Arbitrary Frame Prediction with Generative Models. - Charlie Nash; João Carreira 001; Jacob C. Walker; Iain Barr; Andrew Jaegle; Mateusz Malinowski; Peter W. Battaglia (Trans. Mach. Learn. Res., 2023)

Position: Video as the New Language for Real-World Decision Making. - Sherry Yang 001; Jacob C. Walker; Jack Parker-Holder; Yilun Du; Jake Bruce; André Barreto 001; Pieter Abbeel; Dale Schuurmans (ICML, 2024)

Video as the New Language for Real-World Decision Making. - Sherry Yang 001; Jacob C. Walker; Jack Parker-Holder; Yilun Du; Jake Bruce; André Barreto 001; Pieter Abbeel; Dale Schuurmans (CoRR, 2024)

Scaling 4D Representations. - João Carreira 001; Dilara Gokay; Michael King; Chuhan Zhang; Ignacio Rocco; Aravindh Mahendran; Thomas Keck; Joseph Heyward; Skanda Koppula; Etienne Pot; Goker Erdogan; Yana Hasson; et al. (CoRR, 2024)

Generalist Forecasting with Frozen Video Models via Latent Diffusion. - Jacob C. Walker; Pedro Vélez; Luisa Polania Cabrera; Guangyao Zhou; Rishabh Kabra; Carl Doersch; Maks Ovsjanikov; João Carreira 001; Shiry Ginosar (CoRR, 2025)