Suraj Honnuraiah

This paper analyzes the limitations of spiking neural networks (SNNs) in modeling long-range dependencies, showing their quadratic sample complexity compared to Transformers and RNNs.

This study identifies cellular and circuit mechanisms in mouse V1 that process binocular visual information, showing distinct roles for callosal projections and neuronal excitability.

The paper implements biologically realistic neocortical circuit motifs on neuromorphic hardware to improve Vision Transformer performance in digit classification.

The paper explains how octopus cells in the auditory brainstem detect coincident inputs on both millisecond and submillisecond time scales, enhancing the ability to process complex sounds.

The paper finds that human neurons have a higher synaptic threshold for NMDA spike generation compared to rodent neurons, primarily due to larger dendrite diameter.

This study shows that the superior colliculus modulates somatosensory cortical responses via a disynaptic pathway through the thalamus.

The paper shows that CA3 hippocampal neurons rapidly adapt their firing patterns in response to subthreshold synaptic input, indicating intrinsic plasticity shaped by their activity history.