Jacob C. Walker

Publication Activity (10 Years)

Years Active: 2020-2023
Publications (10 Years): 10

Top Topics

Distributed Representations

Reinforcement Learning

Discriminative Methods

Representational Power

Top Venues

Trans. Mach. Learn. Res.

Publications

Matko Bosnjak, Pierre H. Richemond, Nenad Tomasev, Florian Strub, Jacob C. Walker, Felix Hill, Lars Holger Buesing, Razvan Pascanu, Charles Blundell, Jovana Mitrovic
SemPPL: Predicting pseudo-labels for better contrastive representations. CoRR (2023)
Matko Bosnjak, Pierre Harvey Richemond, Nenad Tomasev, Florian Strub, Jacob C. Walker, Felix Hill, Lars Holger Buesing, Razvan Pascanu, Charles Blundell, Jovana Mitrovic
SemPPL: Predicting Pseudo-Labels for Better Contrastive Representations. ICLR (2023)
Charlie Nash, João Carreira, Jacob C. Walker, Iain Barr, Andrew Jaegle, Mateusz Malinowski, Peter W. Battaglia
Transframer: Arbitrary Frame Prediction with Generative Models. Trans. Mach. Learn. Res. 2023 (2023)
Jacob C. Walker, Eszter Vértes, Yazhe Li, Gabriel Dulac-Arnold, Ankesh Anand, Théophane Weber, Jessica B. Hamrick
Investigating the role of model-based learning in exploration and transfer. CoRR (2023)
Jacob C. Walker, Eszter Vértes, Yazhe Li, Gabriel Dulac-Arnold, Ankesh Anand, Theophane Weber, Jessica B. Hamrick
Investigating the Role of Model-Based Learning in Exploration and Transfer. ICML (2023)
Andrea Banino, Adrià Puigdomènech Badia, Jacob C. Walker, Tim Scholtes, Jovana Mitrovic, Charles Blundell
CoBERL: Contrastive BERT for Reinforcement Learning. ICLR (2022)
Ankesh Anand, Jacob C. Walker, Yazhe Li, Eszter Vértes, Julian Schrittwieser, Sherjil Ozair, Theophane Weber, Jessica B. Hamrick
Procedural generalization by planning with self-supervised world models. ICLR (2022)
Jovana Mitrovic, Brian McWilliams, Jacob C. Walker, Lars Holger Buesing, Charles Blundell
Representation Learning via Invariant Causal Mechanisms. ICLR (2021)
Andrea Banino, Adrià Puigdomènech Badia, Jacob C. Walker, Tim Scholtes, Jovana Mitrovic, Charles Blundell
CoBERL: Contrastive BERT for Reinforcement Learning. CoRR (2021)
Jovana Mitrovic, Brian McWilliams, Jacob C. Walker, Lars Buesing, Charles Blundell
Representation Learning via Invariant Causal Mechanisms. CoRR (2020)