2 papers
cs.LG2020
Gating creates slow modes and controls phase-space complexity in GRUs and LSTMs
Tankut Can, Kamesh Krishnamurthy, David J. Schwab
Recurrent neural networks (RNNs) are powerful dynamical models for data with complex temporal structure. However, training RNNs has traditionally proved challenging due to explodin…
q-bio.NC2017
Disorder and the neural representation of complex odors: smelling in the real world
Kamesh Krishnamurthy, Ann M Hermundstad, Thierry Mora +2
Animals smelling in the real world use a small number of receptors to sense a vast number of natural molecular mixtures, and proceed to learn arbitrary associations between odors a…