activity
20172026
most citedModel compression as constrained optimization, with application to neural nets. Part I: general framework

26 citations · 27 across the 4 of their papers we have counts for

collaborators

5 papers

cs.NI2026

EDRP: Enhanced Dynamic Relay Point Protocol for Data Dissemination in Multi-hop Wireless IoT Networks

Jothi Prasanna Shanmuga Sundaram, Magzhan Gabidolla, Luis Fujarte +11

Emerging IoT applications are transitioning from battery-powered to grid-powered nodes. DRP, a contention-based data dissemination protocol, was developed for these applications. T…

cs.NI2025

COMNETS: COst-sensitive decision trees approach to throughput optimization for Multi-radio IoT NETworkS

Jothi Prasanna Shanmuga Sundaram, Magzhan Gabidolla, Miguel A. Carreira-Perpinan +1

Mesoscale IoT applications, such as P2P energy trade and real-time industrial control systems, demand high throughput and low latency, with a secondary emphasis on energy efficienc…

cs.NI2024

MARS: Multi-radio Architecture with Radio Selection using Decision Trees for emerging mesoscale CPS/IoT applications

Jothi Prasanna Shanmuga Sundaram, Arman Zharmagambetov, Magzhan Gabidolla +2

IoT is rapidly growing from small-scale apps to large-scale apps. Small-scale apps employ short-range radios like Zigbee,BLE while large-scale apps employ long-range radios like Lo…

cs.PL2023★ 1 cited

Solving Recurrence Relations using Machine Learning, with Application to Cost Analysis

Maximiliano Klemen, Miguel Á. Carreira-Perpiñán, Pedro Lopez-Garcia

Automatic static cost analysis infers information about the resources used by programs without actually running them with concrete data, and presents such information as functions…

cs.LG2017★ 26 cited

Model compression as constrained optimization, with application to neural nets. Part I: general framework

Miguel Á. Carreira-Perpiñán

Compressing neural nets is an active research problem, given the large size of state-of-the-art nets for tasks such as object recognition, and the computational limits imposed by m…