Kaushik Roy

A novel pruning method enhances efficiency of deep learning in crossbar systems.

Active vision techniques improve deep learning resilience against adversarial inputs.

New method improves model performance amidst label noise.

A hybrid model improves image restoration using Spiking and Convolutional Neural Networks.

A new approach enhances how LLMs follow complex instructions using symbolic reasoning.

A new model enhances image classification for low-power devices.

Eigen Attention improves memory efficiency for large language models processing long texts.

A new method improves efficiency in secure machine learning using DCT with FHE.

SHIRE enhances robot learning speed by integrating human intuition with reinforcement learning.

New accelerator improves efficiency in spiking neural networks for dynamic data processing.

Introducing temporal skips in SNNs improves efficiency and accuracy significantly.

ResQ optimizes large language models, enhancing performance and reducing costs.