Probabilistic coding
Cortical-like dynamics in recurrent circuits optimized for sampling-based probabilistic inference
Echeveste, Aitchison, Hennequin, Lengyel (2020). Nature Neuroscience. DOI
Neural Variability and Sampling-Based Probabilistic Representations in the Visual Cortex
Orbán, Berkes, Fiser, Lengyel (2016). Neuron. DOI
The Hamiltonian Brain: Efficient Probabilistic Inference with Excitatory-Inhibitory Neural Circuit Dynamics
Aitchison, Lengyel (2016). PLOS Computational Biology. DOI
Statistically optimal perception and learning: from behavior to neural representations
Fiser, Berkes, Orbán, Lengyel (2010). Trends in Cognitive Sciences. DOI
Bayesian inference with probabilistic population codes
Ma, Beck, Latham, Pouget (2006). Nature Neuroscience. DOI
Inference and Computation with Population Codes
Pouget, Dayan, Zemel (2003). Annual Review of Neuroscience. DOI