Our paper "Readout Representation: Redefining Neural Codes by Input Recovery" has been accepted at ICLR 2026🎉🥳
New preprint from our lab led by Onoo-san. We propose readout representation, defining neural codes by what can be recovered, not what caused them. Inputs remain recoverable from distant features, revealing expansive, redundant codes that align neural activation with meaning.