Attention as Reward-Driven Optimization of Sensory Processing. - Matthew Chalk; Iain Murray 001; Peggy Seriès (Neural Comput., 2013)

Role of goal-orientated attention and expectations in visual processing and perception. - Matthew Chalk (2013)

Relevant sparse codes with variational information bottleneck. - Matthew Chalk; Olivier Marre; Gasper Tkacik (NIPS, 2016)

Sensory noise predicts divisive reshaping of receptive fields. - Matthew Chalk; Paul Masset; Sophie Denève; Boris S. Gutkin (PLoS Comput. Biol., 2017)

Efficient Exploration in Binary and Preferential Bayesian Optimization. - Tristan Fauvel; Matthew Chalk (CoRR, 2021)

Contextual Bayesian optimization with binary outputs. - Tristan Fauvel; Matthew Chalk (CoRR, 2021)

Human-in-the-Loop Optimization for Deep Stimulus Encoding in Visual Prostheses. - Jacob Granley; Tristan Fauvel; Matthew Chalk; Michael Beyeler (NeurIPS, 2023)

Encoding surprise by retinal ganglion cells. - Danica Despotovic; Corentin Joffrois; Olivier Marre; Matthew Chalk (PLoS Comput. Biol., 2024)