Master / Bachelor Theses

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Available (2026-2027)

Adaptive Multi-Region CGRA Architectures

Academic Advisors: Georgios Alexandris , Panagiotis Chaidos , Alexis Maras , Georgios Mytilinaios and Sotirios Xydis

Brief: PDF

Agentic AI for Automated Deployment and Resource Management of LLM Services

Academic Advisors: Christos Kavallaris , Achilleas Tzenetopoulos , Dimosthenis Masouros , Sotirios Xydis and Dimitrios Soudris

Brief: PDF

Architectural Exploration of 3D-Integrated GPGPUs

Academic Advisors: Alexis Maras , Panagiotis Eleftherakis , Maria Zerva and Sotirios Xydis

Brief: PDF

Architectural Vulnerability Analysis and Mitigation for DNN Accelerators

Academic Advisors: Panagiotis Chaidos , Alexis Maras , Georgios Alexandris , Panagiotis Eleftherakis and Sotirios Xydis

Brief: PDF

Characterization and Efficient Resource Management of Agentic AI Workloads

Academic Advisors: Christos Kavallaris , Achilleas Tzenetopoulos , Dimosthenis Masouros , Sotirios Xydis and Dimitrios Soudris

Brief: PDF

CXL Tier Profiler: In-Band Performance Telemetry for Contention-Aware Page Placement in Multi-Host CXL Memory Systems

Academic Advisors: Spyros Chalkias , Manolis Xenos , Manolis Katsaragakis , Dimitrios Soudris and Sotirios Xydis

Brief: PDF

Data Reuse and Buffer Allocation in Software-Managed DNN Accelerators

Academic Advisors: Panagiotis Chaidos , Georgios Alexandris and Sotirios Xydis

Brief: PDF

Dependability study on RISC-V based GPUs near threshold

Academic Advisors: Panagiotis Eleftherakis , Konstantinos Iliakis and Sotirios Xydis

Brief: PDF

DRAM Modeling for Power, Performance and Area Analysis of Emerging IGZO 2T0C Memories

Academic Advisors: Charis Diamantidis and Dimitrios Soudris

Brief: PDF

Exploring Reconfigurable Hardware Accelerators for Efficient Deep Learning at the Edge

Academic Advisors: Ilias Papalamprou , Dimosthenis Masouros and Dimitrios Soudris

Brief: PDF

Floorplan-Informed Performance/Power/Area Predictions in ASIC HLS with GNNs

Academic Advisors: Georgios Alexandris , Elena Vouvali , Panagiotis Chaidos and Sotirios Xydis

Brief: PDF

Intelligent DRAM DIMM Placement for Throughput Optimization in Homogeneous Memory Systems

Academic Advisors: Manolis Xenos , Manolis Katsaragakis , Sotirios Xydis and Dimitrios Soudris

Brief: PDF

Multi-Agent AI Systems for Accelerating and Optimizing Integrated Circuit Design

Academic Advisors: Alexis Maras , Georgios Mytilinaios , Panagiotis Chaidos , Georgios Alexandris and Sotirios Xydis

Brief: PDF

Multi-CGRA SoC Architecture for Efficient LLM Inference

Academic Advisors: Alexis Maras , Georgios Alexandris , Panagiotis Chaidos , Georgios Mytilinaios and Sotirios Xydis

Brief: PDF

On-Premise LLM Serving on memory-constrained edge clusters

Academic Advisors: Panagiotis Chaidos , Georgios Alexandris , Achilleas Tzenetopoulos and Sotirios Xydis

Brief: PDF

Power and Energy Efficiency of LLM Inference through Power Capping and DVFS

Academic Advisors: Christos Kavallaris , Achilleas Tzenetopoulos , Dimosthenis Masouros , Sotirios Xydis and Dimitrios Soudris

Brief: PDF

RTL-Informed GPU Performance and Power Modeling

Academic Advisors: Panagiotis Eleftherakis , Konstantinos Iliakis and Sotirios Xydis

Brief: PDF

Tier-Aware Dynamic Data Types: Fine-Grained Data Structure Partitioning Across Heterogeneous Memory Tiers

Academic Advisors: Spyros Chalkias , Manolis Xenos , Manolis Katsaragakis , Dimitrios Soudris and Sotirios Xydis

Brief: PDF

Towards Agentic AI Inference Acceleration on Heterogeneous CGRA Systems

Academic Advisors: Georgios Alexandris , Panagiotis Chaidos , Alexis Maras and Sotirios Xydis

Brief: PDF

Workload-Aware Power and Energy Modeling for GPU Architectures

Academic Advisors: Alexis Maras , Maria Zerva , Panagiotis Eleftherakis and Sotirios Xydis

Brief: PDF

Available (2025-2026)

Agentic AI for Cloud Infrastructure Operations: Resource Provisioning and Autoscaling

Academic Advisors: Achilleas Tzenetopoulos , Dimosthenis Masouros , Sotirios Xydis and Dimitrios Soudris

Brief: PDF

Compute-In-Memory Enabled CGRA Architectures for Next-Gen DNN Applications

Academic Advisors: Alexis Maras , Panagiotis Chaidos , Georgios Alexandris , Dimitrios Soudris and Sotirios Xydis

Brief: PDF

CXL-Enabled Near-Memory Processing (NMP) Modeling and Design-Space Exploration Using the gem5 Simulator

Academic Advisors: Spyros Chalkias and Dimitrios Soudris

Brief: PDF

Development of a Unified UVM–Formal Verification Framework for FPGA and ASIC Design Validation

Academic Advisors: Tasos Xynos and Dimitrios Soudris

Brief: PDF

Dynamic Memory Allocation of Python Programming Language

Academic Advisors: Manolis Katsaragakis and Dimitrios Soudris

Brief: PDF

Dynamic Resource Management of Multi-agent AI Workflows

Academic Advisors: Achilleas Tzenetopoulos , Dimosthenis Masouros , Sotirios Xydis and Dimitrios Soudris

Brief: PDF

Efficient Use of Hardware Accelerators for LLMs

Academic Advisors: Dimosthenis Masouros and Dimitrios Soudris

Brief: PDF

Energy-Efficient Data Streaming

Academic Advisors: Achilleas Tzenetopoulos , Dimosthenis Masouros , Sotirios Xydis and Dimitrios Soudris

Brief: PDF

Energy-Efficient Inference Serving for Mixture of Experts (MoE) Large Language Models

Academic Advisors: Dimosthenis Masouros , Christina Giannoula and Dimitrios Soudris

Brief: PDF

Enhancing simulation-based modeling of NVIDIA GPU devices

Academic Advisors: Panagiotis Eleftherakis , Konstantinos Iliakis and Sotirios Xydis

Brief: PDF

Exploring the New Memory Era of Non Volatile Memories

Academic Advisors: Manolis Katsaragakis and Dimitrios Soudris

Brief: PDF

Hardware Acceleration of a Hybrid Canny–Deriche Edge Detector Using Recursive Filtering Techniques

Academic Advisors: Tasos Xynos and Dimitrios Soudris

Brief: PDF

Hardware-Aware LLM Model Compression

Academic Advisors: Panagiotis Eleftherakis , Anastasios Kapetanakis , Konstantinos Iliakis and Sotirios Xydis

Brief: PDF

Hardware-Aware Reliability and Mitigation Assessment of LLMs and Dynamic NNs

Academic Advisors: Panagiotis Chaidos , Alexis Maras , Georgios Alexandris , Dimitrios Soudris and Sotirios Xydis

Brief: PDF

Hardware–Software–OS Co‑Design for Efficient & Reliable Physical AI

Academic Advisors: Dimosthenis Masouros , Konstantinos Kanellopoulos , Onur Mutlu and Dimitrios Soudris

Brief: PDF

Heterogeneity-aware & SLO-driven AI Inference Serving

Academic Advisors: Achilleas Tzenetopoulos and Dimitrios Soudris

Brief: PDF

Heterogeneous Accelerator Design for Disaggregated RAG-based Large Language Models

Academic Advisors: Dimosthenis Masouros , Christina Giannoula and Dimitrios Soudris

Brief: PDF

Memory-Tiering for Cloud-Native deployments

Academic Advisors: Achilleas Tzenetopoulos , Dimosthenis Masouros , Sotirios Xydis and Dimitrios Soudris

Brief: PDF

MLIR-GPU constraint-driven compilation and deployment of Large Language Models(LLMs)

Academic Advisors: Georgios Alexandris , Panagiotis Chaidos , Achilleas Tzenetopoulos and Sotirios Xydis

Brief: PDF

Modeling modern DNN applications on Heterogeneous Architectures with Reconfigurable Interconnect

Academic Advisors: Panagiotis Chaidos , Alexis Maras , Georgios Alexandris , Dimitrios Soudris and Sotirios Xydis

Brief: PDF

Multi-Agent AI Systems for Accelerating and Optimizing Integrated Circuit Design

Academic Advisors: Panagiotis Chaidos , Alexis Maras , Georgios Alexandris and Sotirios Xydis

Brief: PDF

Multi-ISA LLM Inference and Deployment on the Edge

Academic Advisors: Georgios Alexandris , Elli Alvanaki , Manolis Katsaragakis and Sotirios Xydis

Brief: PDF

Multi-Tier Memory and Accelerator Optimization for Deep Learning Recommendation Models

Academic Advisors: Dimosthenis Masouros , Christina Giannoula and Dimitrios Soudris

Brief: PDF

Optimizing Page Allocation over Heterogeneous Memory Systems

Academic Advisors: Manolis Katsaragakis , Dimitrios Soudris and Francky Catthoor

Brief: PDF

Simulating Serverless: Analyzing Placement, Dispatching, and Autoscaling from the Provider’s Perspective

Academic Advisors: Achilleas Tzenetopoulos , Dimosthenis Masouros , Sotirios Xydis and Dimitrios Soudris

Brief: PDF

Vectorized RISC-V for Efficient Deployment of DNN Models

Academic Advisors: Alexis Maras , Georgios Alexandris , Panagiotis Chaidos and Sotirios Xydis

Brief: PDF

Available (2024-2025)

Approximate Tiny ML Systems for extreme resource constrained devices

Academic Advisors: Giorgos Armeniakos , Georgios Zervakis and Dimitrios Soudris

Brief: PDF

Communication Aware Model Compression for Distributed Learning

Academic Advisors: Panagiotis Eleftherakis , Giorgos Anagnostopoulos , Konstantinos Iliakis and Sotirios Xydis

Brief: PDF

Distributed model training on Vehicle applications

Academic Advisors: Dimitrios Soudris , Dimosthenis Masouros and Bhatt Vijay Deep

Brief: PDF

Dynamic Hyperparameter Tuning for HPC Applications

Academic Advisors: Panagiotis Eleftherakis , Giorgos Anagnostopoulos , Konstantinos Iliakis and Sotirios Xydis

Brief: PDF

Energy-Based Behavioural Modelling Tool

Academic Advisors: Georgios Alexandris , Panagiotis Chaidos , Alexis Maras , Sotirios Xydis and Dimitrios Soudris

Brief: PDF

Explore Resource Configurations for Serverless Functions

Academic Advisors: Achilleas Tzenetopoulos , Dimosthenis Masouros , Sotirios Xydis and Dimitrios Soudris

Brief: PDF

Exploring Security Threats and Countermeasures in FPGAs

Academic Advisors: Ilias Papalamprou , Dimosthenis Masouros and Dimitrios Soudris

Brief: PDF

Hardware-Software Acceleration Approaches for Genome Analysis

Academic Advisors: Dimitrios Soudris , Onur Mutlu and Konstantina Koliogeorgi

Brief: PDF

Hardware-Software-OS Cooperative Techniques for Efficient and Secure Computing

Academic Advisors: Dimitrios Soudris , Onur Mutlu and Konstantinos Kanellopoulos

Brief: PDF

Heterogeneous RISC-V System on Chip with Hardware Accelerators

Academic Advisors: Georgios Alexandris , Giorgos Anagnostopoulos and Sotirios Xydis

Brief: PDF

High performance and sustainable computing with Intel Optane DC persistent memory

Academic Advisors: Manolis Katsaragakis , Lazaros Papadopoulos and Dimitrios Soudris

Brief: PDF

Impact analysis of micro-architectural changes on power using virtual performance counters

Academic Advisors: Georgios Alexandris , Giorgos Anagnostopoulos and Sotirios Xydis

Brief: PDF

Improving Performance and Energy Efficiency of Large Language Models Inference Serving Systems

Academic Advisors: Dimosthenis Masouros and Dimitrios Soudris

Brief: PDF

Intelligent Kernel Mapping in Heterogeneous GPUs

Academic Advisors: Panagiotis Eleftherakis , Konstantinos Iliakis and Sotirios Xydis

Brief: PDF

Leveraging Large Language Model Prompting for Rapid High-Level Synthesis Kernel Optimization

Academic Advisors: Aggelos Ferikoglou , Dimosthenis Masouros , Sotirios Xydis and Dimitrios Soudris

Brief: PDF

ML Accelerated Computational Fluid Dynamics (CFD)

Academic Advisors: Panagiotis Eleftherakis , Giorgos Anagnostopoulos , Konstantinos Iliakis and Sotirios Xydis

ML-based, interference-aware container orchestration on Kubernetes

Academic Advisors: Achilleas Tzenetopoulos , Dimosthenis Masouros , Sotirios Xydis and Dimitrios Soudris

Brief: PDF

Modeling Emerging Multi-Tenant GPU Workloads

Academic Advisors: Panagiotis Eleftherakis , Konstantinos Iliakis and Sotirios Xydis

Brief: PDF

Modeling ML applications on R-Blocks CGRA

Academic Advisors: Panagiotis Chaidos , Alexis Maras , Georgios Alexandris , Sotirios Xydis and Dimitrios Soudris

Brief: PDF

Modeling NVIDIA Multi-Instance GPU Devices

Academic Advisors: Panagiotis Eleftherakis , Konstantinos Iliakis and Sotirios Xydis

Brief: PDF

Multi-Core In-Memory Computing/Near-Threshold Computing Modeling

Academic Advisors: Alexis Maras , Panagiotis Chaidos , Sotirios Xydis and Dimitrios Soudris

Brief: PDF

Optimizing Federated Learning Systems through Approximation Techniques

Academic Advisors: Dimosthenis Masouros , George Retsinas and Dimitrios Soudris

Brief: PDF

Performance and Power Modeling of Embedded AI Computing Platforms

Academic Advisors: Panagiotis Eleftherakis , Konstantinos Iliakis and Sotirios Xydis

Brief: PDF

Replacing Fixed FSMs with Tiny RISC-V Implementations

Academic Advisors: Dimitrios Soudris , Sotirios Xydis and Bhatt Vijay Deep

Brief: PDF

RISC-V co-processor for AI

Academic Advisors: Dimitrios Soudris , Sotirios Xydis and Bhatt Vijay Deep

Brief: PDF

Serverless Computing Topics

Academic Advisors: Achilleas Tzenetopoulos , Dimosthenis Masouros , Sotirios Xydis and Dimitrios Soudris

Brief: PDF

Sparsity and Loop Optimizations in Computational Fluid Dynamics

Academic Advisors: Panagiotis Eleftherakis , Giorgos Anagnostopoulos , Konstantinos Iliakis and Sotirios Xydis

Brief: PDF

The Systems Programming One

Academic Advisors: Christos Lamprakos and Dimitrios Soudris

Brief: PDF

Available (2022-2023)

A Stochastic Implementation of an Option Price Estimator on FPGA

Academic Advisors: Argyrios Kokkinis and Kostas Siozios

Brief: PDF

Approximate Tiny ML Systems for extreme resource constrained devices

Academic Advisors: Giorgos Armeniakos , Georgios Zervakis and Dimitrios Soudris

Brief: PDF

Design and Performance-Power Analysis of Multi-Layer Perceptrons (MLPs) and Convolutional Neural Networks (CNNs ) on FPGAs through Multiple Design Flows

Academic Advisors: Argyrios Kokkinis and Kostas Siozios

Brief: PDF

Exploring the new Memory Era with Intel Optane DC Persistent Memory

Academic Advisors: Manolis Katsaragakis , Lazaros Papadopoulos and Dimitrios Soudris

Brief: PDF

Fog Computing and Internet of Things

Academic Advisors: Manolis Katsaragakis , Dimosthenis Masouros and Dimitrios Soudris

Brief: PDF

Hardware- and Code-driven compiler-level optimizations for modern Cloud workloads

Academic Advisors: Dimosthenis Masouros , Dimitrios Soudris and Sotirios Xydis

Brief: PDF

Human-as-Sensor: Enhancing the Situation Awareness of First Responders through Social Media

Academic Advisors: Lazaros Papadopoulos and Dimitrios Soudris

Brief: PDF

Lowest-level Software Energy Accounting

Academic Advisors: Christos Lamprakos and Dimitrios Soudris

Brief: PDF

Machine Learning for Cloud Resource Management

Academic Advisors: Dimosthenis Masouros , Thaleia Dimitra Doudali , Sotirios Xydis and Dimitrios Soudris

In association with IMDEA Software Institute - Madrid

Brief: PDF

Machine Learning for Operating System-level Page Management

Academic Advisors: Dimosthenis Masouros , Manolis Katsaragakis , Thaleia Dimitra Doudali , Sotirios Xydis and Dimitrios Soudris

In association with IMDEA Software Institute - Madrid

Brief: PDF

ML-based, interference-aware container orchestration on Kubernetes

Academic Advisors: Achilleas Tzenetopoulos , Dimosthenis Masouros , Sotirios Xydis and Dimitrios Soudris

Brief: PDF

Towards realizing disaggregated datacenters of the future

Academic Advisors: Dimosthenis Masouros , Christian Pinto , Sotirios Xydis and Dimitrios Soudris

In association with IBM Research Europe - Ireland

Brief: PDF

Available (2021-2022)

AI Acceleration using Graphcore IPUs

Academic Advisors: Petros Arvanitis , Christos Strydis and Dimitrios Soudris

Brief: PDF

Biomedical and Healthcare Applications for Internet of Things

Academic Advisors: Dimitrios Soudris , Manolis Katsaragakis and Dimosthenis Masouros

Brief: PDF

Economic analysis of modern Cloud platforms

Academic Advisors: Dimitrios Soudris , Sotirios Xydis and Dimosthenis Masouros

Brief: PDF

Exploring the impact of heterogeneity on the performance of cloud applications

Academic Advisors: Dimitrios Soudris , Sotirios Xydis and Dimosthenis Masouros

Brief: PDF

Exploring the new Memory Era with Intel Optane DC Persistent Memory

Academic Advisors: Manolis Katsaragakis , Lazaros Papadopoulos and Dimitrios Soudris

Brief: PDF

High performance and sustainable computing with Intel Optane DC persistent memory

Academic Advisors: Manolis Katsaragakis , Lazaros Papadopoulos and Dimitrios Soudris

Brief: PDF

Human-as-Sensor: Enhancing the Situation Awareness of First Responders through Social Media

Academic Advisors: Lazaros Papadopoulos and Dimitrios Soudris

Brief: PDF

Implementation of system-aware optimizations for GPU kernels autotuning

Academic Advisors: Ioannis Oroutzoglou , Sotirios Xydis and Dimitrios Soudris

Brief: PDF

Improving Resource Efficiency inside Data Center Cloud Environments

Academic Advisors: Dimitrios Soudris , Sotirios Xydis and Dimosthenis Masouros

Brief: PDF

Interference-aware container orchestration on Kubernetes based on Synthetic to Real-world Workload pressure Mapping

Academic Advisors: Achilleas Tzenetopoulos , Dimosthenis Masouros , Sotirios Xydis and Dimitrios Soudris

Brief: PDF

Lowest-level Software Energy Accounting

Academic Advisors: Christos Lamprakos and Dimitrios Soudris

Brief: PDF

Massively Parallel Scientific Code Acceleration

Academic Advisors: Konstantinos Iliakis and Dimitrios Soudris

Brief: PDF

Novel Out-of-Order GPU Architectures for Deep Learning Acceleration

Academic Advisors: Konstantinos Iliakis and Sotirios Xydis

Brief: PDF

Resource management techniques for hybrid cloud environments

Academic Advisors: Dimitrios Soudris , Sotirios Xydis and Dimosthenis Masouros

Brief: PDF

Serverless Computing Topics

Academic Advisors: Achilleas Tzenetopoulos , Dimosthenis Masouros , Sotirios Xydis and Dimitrios Soudris

Brief: PDF

Available (2020-2021)

Accelerating DNA sequence aligner using OpenCL programming model

Academic Advisors: Konstantina Koliogeorgi , Sotirios Xydis and Dimitrios Soudris

Brief: PDF

Accelerating NGS genomic pipelines leveraging Heterogeneous Computing and Serverless Computing Architectures

Academic Advisors: Konstantina Koliogeorgi , Achilleas Tzenetopoulos , Dimosthenis Masouros , Sotirios Xydis and Dimitrios Soudris

Brief: PDF

Applications of Machine Learning in Green Computing AKA Help Save the World

Academic Advisors: Christos Lamprakos and Dimitrios Soudris

Brief: PDF

Automated Fine-Grained Resource Management on Serverless Computing Architectures

Academic Advisors: Achilleas Tzenetopoulos , Dimosthenis Masouros , Sotirios Xydis and Dimitrios Soudris

Brief: PDF

Building optimized FPGA accelerators for CNN prediction and comparison with GPU accelerators

Academic Advisors: Konstantina Koliogeorgi , Sotirios Xydis and Dimitrios Soudris

Brief: PDF

Developing a framework that automatically produces OpenCL accelerator description from CNN model specification

Academic Advisors: Konstantina Koliogeorgi , Sotirios Xydis and Dimitrios Soudris

Brief: PDF

Framework Design & Applications for Heterogeneous VPUs

Academic Advisors: Evangelos Petrongonas , Vasileios Leon , George Lentaris and Dimitrios Soudris

Brief: PDF

From Edge to Cloud: Dynamic Workload Placement on Edge – Cloud Platforms

Academic Advisors: Achilleas Tzenetopoulos , Manolis Katsaragakis , Sotirios Xydis and Dimitrios Soudris

Brief: PDF

High Performance Computer Systems in In Silico Medicine

Academic Advisors: Dimitrios Soudris , Georgios Stamatakos and Dimosthenis Masouros

In cooperation with In Silico Oncology and In Silico Medicine Group, ICCS, SECE, NTUA

Brief: PDF

Neural Networks on Heterogeneous VPUs

Academic Advisors: Evangelos Petrongonas , Vasileios Leon , George Lentaris and Dimitrios Soudris

Brief: PDF

Novel GPU Micro-Architectures for General-Purpose Workload Acceleration

Academic Advisors: Konstantinos Iliakis , Sotirios Xydis and Dimitrios Soudris

Brief: PDF

Porting a framework for Heterogeneous VPUs to RISC-V many-core systems

Academic Advisors: Evangelos Petrongonas , Vasileios Leon , George Lentaris and Dimitrios Soudris

Brief: PDF

Source to Source Compilation Tool for Heterogeneous VPUs

Academic Advisors: Evangelos Petrongonas , Vasileios Leon , George Lentaris and Dimitrios Soudris

Brief: PDF

Ανάπυξη και υλοποίηση αλγορίθμου τεχνητής νοημοσύνης για την πρόβλεψη της παραγωγής σε Φωτοβολταικο Πάρκο(Φ/Β) χρησιμοποιώντας την τεχνική των kNN (k-nearest neighbors)

Academic Advisors: Grigoris Proiskos and Dimitrios Soudris

Brief: PDF

Ανάπυξη και υλοποίηση αλγορίθμου τεχνητής νοημοσύνης για την πρόβλεψη της παραγωγής σε Φωτοβολταικο Πάρκο(Φ/Β) χρησιμοποιώντας την τεχνική των Αυτοπαλίνδρομων μοντέλων (autoregressive models)

Academic Advisors: Grigoris Proiskos and Dimitrios Soudris

Brief: PDF

Completed

Improving Inference Engine GPU Colocation using DNN based Predictive Monitoring

Academic Advisors: Aggelos Ferikoglou , Dimosthenis Masouros , Sotirios Xydis and Dimitrios Soudris

Completed on

Brief: PDF

Machine Learning based Design Space Exploration for FPGA Kernel Acceleration

Academic Advisors: Aggelos Ferikoglou , Dimosthenis Masouros and Dimitrios Soudris

Completed on

Brief: PDF

Ongoing

Building FPGA QoR Models from a GitHub based HLS Knowledge Base

Academic Advisors: Aggelos Ferikoglou , Dimosthenis Masouros , Sotirios Xydis and Dimitrios Soudris

Ongoing since

Brief: PDF

Available (2019-2020)

Adaptive resource allocation for clustered asymmetric many-core systems

Academic Advisors: Dimitrios Soudris and Iraklis Anagnostopoulos

In association with Southern Illinois University

Brief: PDF

Analysis, Optimizations and acceleration of state-of-art simulation models of biological neural networks

Academic Advisors: Georgios Chatzikostantis , Harry Sidiropoulos and Dimitrios Soudris

Brief: PDF

Application of Approximate Computing Techniques on the NVIDIA Deep Learning Accelerator (NVDLA)

Academic Advisors: Dimitrios Soudris , Sotirios Xydis and Vasileios Leon

Brief: PDF

Approximate computing-aware system design and management

Academic Advisors: Dimitrios Soudris and Iraklis Anagnostopoulos

In association with Southern Illinois University

Brief: PDF

Constrained design of clustered asymmetric many-core systems

Academic Advisors: Dimitrios Soudris and Iraklis Anagnostopoulos

In association with Southern Illinois University

Brief: PDF

Constrained design of heterogeneous many-core systems

Academic Advisors: Dimitrios Soudris and Iraklis Anagnostopoulos

In association with Southern Illinois University

Brief: PDF

Convolutional Neural Networks for image processing on FPGA platforms

Academic Advisors: George Lentaris , Konstantinos Maragos and Dimitrios Soudris

Brief: PDF

Customized Redundancy Schemes for Improved Fault-Tolerance of FPGAs in Space Applications

Academic Advisors: Dimitrios Soudris , George Lentaris and Vasileios Leon

Brief: PDF

Dataflow Acceleration Of Genome Analysis Workflows For Big Data Applications Running On A Cloud Infrastructure With Heterogeneous Architecture

Academic Advisors: Dimitrios Soudris , Konstantina Koliogeorgi and Sotirios Xydis

Brief: PDF

Development of an image classification algorithm to Spiking Neural Networks for SpiNNaker

Academic Advisors: Dimitrios Soudris and Iraklis Anagnostopoulos

In association with Southern Illinois University

Brief: PDF

Development of scalable control techniques for resource management of large scale asymmetric many-core systems

Academic Advisors: Dimitrios Soudris and Iraklis Anagnostopoulos

In association with Southern Illinois University

Brief: PDF

Drone-based acceleration of Internet-of-Video-Things (IoVT)

Academic Advisors: Dimitrios Soudris and Iraklis Anagnostopoulos

In association with Southern Illinois University

Brief: PDF

Efficient deployment of Convolutional Neural Networks in low power embedded architectures

Academic Advisors: Dimitrios Soudris and Lazaros Papadopoulos

Brief: PDF

Energy consumption estimation in Android applications

Academic Advisors: Lazaros Papadopoulos , Charalampos Marantos and Christos Lamprakos

Brief: PDF

Exploring multi-application execution on integrated CPU-GPU heterogeneous many-core systems

Academic Advisors: Dimitrios Soudris and Iraklis Anagnostopoulos

In association with Southern Illinois University

Brief: PDF

Hardware Acceleration methods for the latest Deep Learning applications using GANs

Academic Advisors: Dimitrios Soudris and Dimitris Danopoulos

Brief: PDF

Heterogeneous CPU-GPU Acceleration of the Scientific Simulator Suite BLonD

Academic Advisors: Dimitrios Soudris , Sotirios Xydis and Konstantinos Iliakis

Brief: PDF

Implementation of Approximate Convolutional Filters and Floating-Point Components for CNN Applications

Academic Advisors: Kiamal Pekmestzi and Vasileios Leon

Brief: PDF

Implementation of RISC-V Customized Architectures on FPGA Platforms

Academic Advisors: Dimitrios Soudris , George Lentaris and Vasileios Leon

Brief: PDF

Improvement of sky-imaging PV production forecasts with application of deep learning

Academic Advisors: Dimitrios Soudris , Dimitrios Anagnostos , Dimitris Danopoulos and Ioannis Oroutzoglou

Brief: PDF

Novel GPU Micro-Architectures for General-Purpose Workload Acceleration

Academic Advisors: Dimitrios Soudris , Sotirios Xydis and Konstantinos Iliakis

Brief: PDF

Python Module for Brain Simulation

Academic Advisors: Harry Sidiropoulos and Dimitrios Soudris

Brief: PDF

Reconfiguration of FPGAs for helping Internet-of-Video-Things (IoVT)

Academic Advisors: Dimitrios Soudris and Iraklis Anagnostopoulos

In association with Southern Illinois University

Brief: PDF

Resource-centric refinement of application characterization in multi-core Platforms

Academic Advisors: Dimitrios Soudris and Iraklis Anagnostopoulos

In association with Southern Illinois University

Brief: PDF

Ανάπτυξη και υλοποίηση αλγορίθμου δρομολόγησης (routing) για τρισδιάστατες (3D) αρχιτεκτονικές

Academic Advisors: Dimitrios Soudris , Kostas Siozios and Christos Lamprakos

Brief: PDF

Ανάπτυξη και υλοποίηση αλγορίθμου τμηματοποίησης (partitioning) για τρισδιάστατες (3D) αρχιτεκτονικές

Academic Advisors: Dimitrios Soudris , Kostas Siozios and Christos Lamprakos

Brief: PDF

Ανάπτυξη και υλοποίηση αλγορίθμου τοποθέτησης (placement) για αρχιτεκτονικές FPGA

Academic Advisors: Dimitrios Soudris , Kostas Siozios and Christos Lamprakos

Brief: PDF

Ανάπτυξη Μηχανισμών Ανίχνευσης (Monitors) Καταπόνισης Υλικού και Διασφάλισης της Αξιόπιστης Λειτουργίας

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Ανάπτυξη Τεχνικών Δυναμικης Εκπαίδευσης Νευρωνικών Δικτυων Σε Πραγματικο Χρονο Με αξιοποίηση υπηρεσιών Cloud

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Ενσωματωμένοι επεξεργαστές για Κέντρα Δεδομένων Χαμηλής κατανάλωσης ενέργειας (Energy-efficient data centers based on embedded processors)

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Επιταχυντές Υλικού για ενσωματωμένα συστήματα (Hardware accelerators for embedded systems)

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Σχεδίαση και Υλοποίηση ενός Virtual FPGA

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Σχεδιασμός και υλοποίηση σε FPGA πομποδέκτη υψηλής ταχύτητας για οπτικά δίκτυα τηλεπικοινωνιών

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Master / Diploma Theses

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Available (2026-2027)

Adaptive Multi-Region CGRA Architectures

Agentic AI for Automated Deployment and Resource Management of LLM Services

Architectural Exploration of 3D-Integrated GPGPUs

Architectural Vulnerability Analysis and Mitigation for DNN Accelerators

Characterization and Efficient Resource Management of Agentic AI Workloads

CXL Tier Profiler: In-Band Performance Telemetry for Contention-Aware Page Placement in Multi-Host CXL Memory Systems

Data Reuse and Buffer Allocation in Software-Managed DNN Accelerators

Dependability study on RISC-V based GPUs near threshold

DRAM Modeling for Power, Performance and Area Analysis of Emerging IGZO 2T0C Memories

Exploring Reconfigurable Hardware Accelerators for Efficient Deep Learning at the Edge

Floorplan-Informed Performance/Power/Area Predictions in ASIC HLS with GNNs

Intelligent DRAM DIMM Placement for Throughput Optimization in Homogeneous Memory Systems

Multi-Agent AI Systems for Accelerating and Optimizing Integrated Circuit Design

Multi-CGRA SoC Architecture for Efficient LLM Inference

On-Premise LLM Serving on memory-constrained edge clusters

Power and Energy Efficiency of LLM Inference through Power Capping and DVFS

RTL-Informed GPU Performance and Power Modeling

Tier-Aware Dynamic Data Types: Fine-Grained Data Structure Partitioning Across Heterogeneous Memory Tiers

Towards Agentic AI Inference Acceleration on Heterogeneous CGRA Systems

Workload-Aware Power and Energy Modeling for GPU Architectures

Available (2025-2026)

Agentic AI for Cloud Infrastructure Operations: Resource Provisioning and Autoscaling

Compute-In-Memory Enabled CGRA Architectures for ​Next-Gen DNN Applications

CXL-Enabled Near-Memory Processing (NMP) Modeling and Design-Space Exploration Using the gem5 Simulator

Development of a Unified UVM–Formal Verification Framework for FPGA and ASIC Design Validation

Dynamic Memory Allocation of Python Programming Language

Dynamic Resource Management of Multi-agent AI Workflows

Efficient Use of Hardware Accelerators for LLMs

Energy-Efficient Data Streaming

Energy-Efficient Inference Serving for Mixture of Experts (MoE) Large Language Models

Enhancing simulation-based modeling of NVIDIA GPU devices

Exploring the New Memory Era of Non Volatile Memories

Hardware Acceleration of a Hybrid Canny–Deriche Edge Detector Using Recursive Filtering Techniques

Hardware-Aware LLM Model Compression

Hardware-Aware Reliability and Mitigation Assessment of LLMs and Dynamic NNs

Hardware–Software–OS Co‑Design for Efficient & Reliable Physical AI

Heterogeneity-aware & SLO-driven AI Inference Serving

Heterogeneous Accelerator Design for Disaggregated RAG-based Large Language Models

Memory-Tiering for Cloud-Native deployments

MLIR-GPU constraint-driven compilation and deployment of Large Language Models(LLMs)

Modeling modern DNN applications on Heterogeneous Architectures with Reconfigurable Interconnect

Multi-Agent AI Systems for Accelerating and Optimizing Integrated Circuit Design

Multi-ISA LLM Inference and Deployment on the Edge

Multi-Tier Memory and Accelerator Optimization for Deep Learning Recommendation Models

Optimizing Page Allocation over Heterogeneous Memory Systems

Simulating Serverless: Analyzing Placement, Dispatching, and Autoscaling from the Provider’s Perspective

Vectorized RISC-V for Efficient Deployment of DNN Models

Available (2024-2025)

Approximate Tiny ML Systems for extreme resource constrained devices

Communication Aware Model Compression for Distributed Learning

Distributed model training on Vehicle applications

Dynamic Hyperparameter Tuning for HPC Applications

Energy-Based Behavioural Modelling Tool

Explore Resource Configurations for Serverless Functions

Exploring Security Threats and Countermeasures in FPGAs

Hardware-Software Acceleration Approaches for Genome Analysis

Hardware-Software-OS Cooperative Techniques for Efficient and Secure Computing

Heterogeneous RISC-V System on Chip with Hardware Accelerators

High performance and sustainable computing with Intel Optane DC persistent memory

Impact analysis of micro-architectural changes on power using virtual performance counters

Improving Performance and Energy Efficiency of Large Language Models Inference Serving Systems

Intelligent Kernel Mapping in Heterogeneous GPUs

Leveraging Large Language Model Prompting for Rapid High-Level Synthesis Kernel Optimization

ML Accelerated Computational Fluid Dynamics (CFD)

ML-based, interference-aware container orchestration on Kubernetes

Modeling Emerging Multi-Tenant GPU Workloads

Modeling ML applications on R-Blocks CGRA

Modeling NVIDIA Multi-Instance GPU Devices

Multi-Core In-Memory Computing/Near-Threshold Computing Modeling

Optimizing Federated Learning Systems through Approximation Techniques

Performance and Power Modeling of Embedded AI Computing Platforms

Replacing Fixed FSMs with Tiny RISC-V Implementations

RISC-V co-processor for AI

Serverless Computing Topics

Sparsity and Loop Optimizations in Computational Fluid Dynamics

The Systems Programming One

Available (2022-2023)

Compute-In-Memory Enabled CGRA Architectures for Next-Gen DNN Applications