activity
20202025
most citedTowards Explainable Bit Error Tolerance of Resistive RAM-Based Binarized Neural Networks

3 citations · 6 across the 8 of their papers we have counts for

collaborators

8 papers

cs.DC2025

Fixed-Priority and EDF Schedules for ROS2 Graphs on Uniprocessor

Oren Bell, Harun Teper, Mario Günzel +2

This paper addresses limitations of current scheduling methods in the Robot Operating System (ROS)2, focusing on scheduling tasks beyond simple chains and analyzing arbitrary Direc…

cs.DS2025

Optimizing Age-of-Information in Piggyback Networks with Recurrent Data Generation

Ching-Chi Lin, Mario Günzel, Jian-Jia Chen

Age-of-information (AoI) is a critical metric that quantifies the freshness of data in communication systems. In the era of the Internet of Things (IoT), data collected by resource…

cs.DC2024

Eliminating Timing Anomalies in Scheduling Periodic Segmented Self-Suspending Tasks with Release Jitter

Ching-Chi Lin, Mario Günzel, Junjie Shi +3

Ensuring timing guarantees for every individual tasks is critical in real-time systems. Even for periodic tasks, providing timing guarantees for tasks with segmented self-suspendin…

cs.RO2024

Bridging the Gap between ROS~2 and Classical Real-Time Scheduling for Periodic Tasks

Harun Teper, Oren Bell, Mario Günzel +2

The Robot Operating System 2 (ROS~2) is a widely used middleware that provides software libraries and tools for developing robotic systems. In these systems, tasks are scheduled by…

cs.OS2021★ 2 cited

EDF-Like Scheduling for Self-Suspending Real-Time Tasks

Mario Günzel, Kuan-Hsun Chen, Jian-Jia Chen

In real-time systems, schedulability tests are utilized to provide timing guarantees. However, for self-suspending task sets, current suspension-aware schedulability tests are limi…

cs.LG2021★ 1 cited

Bit Error Tolerance Metrics for Binarized Neural Networks

Sebastian Buschjäger, Jian-Jia Chen, Kuan-Hsun Chen +5

To reduce the resource demand of neural network (NN) inference systems, it has been proposed to use approximate memory, in which the supply voltage and the timing parameters are tu…

cs.DC2021

Response-Time Analysis and Optimization for Probabilistic Conditional Parallel DAG Tasks

Niklas Ueter, Mario Günzel, Jian-Jia Chen

Real-time systems increasingly use multicore processors in order to satisfy thermal, power, and computational requirements. To exploit the architectural parallelism offered by the…

cs.LG2020★ 3 cited

Towards Explainable Bit Error Tolerance of Resistive RAM-Based Binarized Neural Networks

Sebastian Buschjäger, Jian-Jia Chen, Kuan-Hsun Chen +6

Non-volatile memory, such as resistive RAM (RRAM), is an emerging energy-efficient storage, especially for low-power machine learning models on the edge. It is reported, however, t…