Improved CNN classification accuracy with the addition of shallow cascading CNNs. - Vasileios Pentsos; Bijay Raj Paudel; Spyros Tragoudas; Kiriti Nagesh Gowda; Mike Schmit (ICMLA, 2021)

On the Resiliency of an Analog Memristive Architecture against Adversarial Attacks. - Bijay Raj Paudel; Vasileios Pentsos; Spyros Tragoudas (ISQED, 2022)

A statistical approach to improve CNN classification accuracy. - Vasileios Pentsos; Spyros Tragoudas (HPSR, 2023)

Leveraging Image Difficulty for Run-Time Adaptive DNN Inference on Embedded Devices. - Vasileios Pentsos; Ourania Spantidi; Georgios Zervakis 001; Iraklis Anagnostopoulos (ISCAS, 2025)

Energy-Aware DNN Task Scheduling with Dynamic Batching and Frequency Adjustment. - Vasileios Pentsos; Spyros Tragoudas; Kiriti Nagesh Gowda; Mike Schmit (ISQED, 2025)

A Vertical Approach to Designing and Managing Sustainable Heterogeneous Edge Data Centers. - Aikaterini Maria Panteleaki; Varatheepan Paramanayakam; Vasileios Pentsos; Andreas Karatzas; Spyros Tragoudas; Iraklis Anagnostopoulos (ISVLSI, 2025)

A Hybrid LSTM-Transformer Model for Power Load Forecasting. - Vasileios Pentsos; Spyros Tragoudas; Jason Wibbenmeyer; Nasser Khdeer (IEEE Trans. Smart Grid, 2025)