research
∙
01/26/2023
PerfSAGE: Generalized Inference Performance Predictor for Arbitrary Deep Learning Models on Edge Devices
The ability to accurately predict deep neural network (DNN) inference pe...
share
research
∙
12/05/2022
Thales: Formulating and Estimating Architectural Vulnerability Factors for DNN Accelerators
As Deep Neural Networks (DNNs) are increasingly deployed in safety criti...
research
∙
08/17/2022
Restructurable Activation Networks
Is it possible to restructure the non-linear activation functions in a d...
research
∙
01/15/2022
UDC: Unified DNAS for Compressible TinyML Models
Emerging Internet-of-things (IoT) applications are driving deployment of...
research
∙
12/29/2021
Super-Efficient Super Resolution for Fast Adversarial Defense at the Edge
Autonomous systems are highly vulnerable to a variety of adversarial att...
research
∙
02/05/2021
Machine Learning-Based Automated Design Space Exploration for Autonomous Aerial Robots
Building domain-specific architectures for autonomous aerial robots is c...
research
∙
11/28/2020
EdgeBERT: Sentence-Level Energy Optimizations for Latency-Aware Multi-Task NLP Inference
Transformer-based language models such as BERT provide significant accur...
research
∙
01/13/2020
CHIPKIT: An agile, reusable open-source framework for rapid test chip development
The current trend for domain-specific architectures (DSAs) has led to re...
research
∙
12/10/2019
SMAUG: End-to-End Full-Stack Simulation Infrastructure for Deep Learning Workloads
In recent years, there has been tremendous advances in hardware accelera...
research
∙
12/04/2018
Energy Efficient Hardware for On-Device CNN Inference via Transfer Learning
On-device CNN inference for real-time computer vision applications can r...
research
∙
10/16/2018
SCALE-Sim: Systolic CNN Accelerator Simulator
Systolic Arrays are one of the most popular compute substrates within De...
research
∙
10/16/2018
SCALE-Sim: Systolic CNN Accelerator
Systolic Arrays are one of the most popular compute substrates within De...
research
∙
03/29/2018
Euphrates: Algorithm-SoC Co-Design for Low-Power Mobile Continuous Vision
Continuous computer vision (CV) tasks increasingly rely on convolutional...
research
∙
01/19/2018