Projects by Affiliated Labs

Energy-constrained and sustainable deep learning



AI-Driven Classifier Building Pipeline

Federated Machine Learning

Learning-based Dimensionality Reduction

Meditron

ML-Enabled IoT Devices and Embedded AI

MLbench

Multi-Objective Machine-Learning Based Resource Management

Power-Aware Acceleration of Deep Learning (DL)

Training GANs: A Convex Optimization Perspective

Energy-constrained trustworthy systems



Automated bug-hunting

Code Sanitization for Vulnerability Pruning and Exploitation Mitigation

Controlling Information Diffusion in Gossip Protocols

DICER

Enhancing Security of FPGAs in the Cloud

Full-System API Inference to Enforce Security

IoT-D

MultiSan

Performance Contracts for Software Network Functions

PowerSGD

PriBots

PrivySeal

SecureCells

Stainless

Transactional Computing

Verifying Software Network Functions with No Verification Expertise

VigNAT

Scientific computing



Genomic and Reconfigurable Computing

Time-data Trade-off

Minimal-energy computing and storage cloud platforms



CloudSuite

COLTRAIN

Containergy

Cool and the GaN

DBToaster

Designer Swimwear

Dynamatic

Efficient Real-time Analytics on General Purpose GPUs

Exploration of RRAM-Based Memory Solution for Edge Systems

Fast Parallel CAD for FPGAs

gem5-X

Heating Bits

Memory-centric Server Architecture

Midgard

NeMeSys

QFlex

Robustness of Biological Algorithms

Sustainable technology for SKACH

Training for Recommendation Models on Heterogeneous Servers

VISA

x-heep

Sustainable use of renewable energy in IT infrastructures



3D-ICE

CloudProphet

ECOGreen

Energy-Efficient Acquisition and Embedded Processing of Bio-signals

Integrated Power Delivery and Cooling Control

Multimodal and Personalized Methods for Health and Wellness Monitoring

Novel Cooling Techniques and Thermal-Aware Design