2 papers
q-bio.NC2023
Unsupervised learning on spontaneous retinal activity leads to efficient neural representation geometry
Andrew Ligeralde, Yilun Kuang, Thomas Edward Yerxa +3
Prior to the onset of vision, neurons in the developing mammalian retina spontaneously fire in correlated activity patterns known as retinal waves. Experimental evidence suggests t…
cs.CV2023
Learning Efficient Coding of Natural Images with Maximum Manifold Capacity Representations
Thomas Yerxa, Yilun Kuang, Eero Simoncelli +1
The efficient coding hypothesis proposes that the response properties of sensory systems are adapted to the statistics of their inputs such that they capture maximal information ab…