2 papers
cs.LG2026
Alignment Adapter to Improve the Performance of Compressed Deep Learning Models
Rohit Raj Rai, Abhishek Dhaka, Amit Awekar
Compressed Deep Learning (DL) models are essential for deployment in resource-constrained environments. But their performance often lags behind their large-scale counterparts. To b…
cs.CL2024
Application Specific Compression of Deep Learning Models
Rohit Raj Rai, Angana Borah, Amit Awekar
Large Deep Learning models are compressed and deployed for specific applications. However, current Deep Learning model compression methods do not utilize the information about the…