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From ISLAB/CAISR
| Supervisors | OneLineSummary | |
|---|---|---|
| Project(s) at Volvo Cars Corporation | TBD | Thesis topics at Volvo Car Corporation |
| Project(s) at Volvo Group | TBD | Thesis topics at Volvo Group |
| Protein Language Models for drug discovery | Prayag Tiwari Ali Amirahmadi |
Leveraging the sequence-based transformer protein language model for improving potential drug targets identification |
| Reliability Analysis and Assessment of Multi- Core System-on-Chip through Transaction Pro- filing and Machine Learning | Mahdi Fazeli | |
| Resilience of ML Hardware Accelerators Against Accuracy Degrading Trojans | Mahdi Fazeli | The goal of this project is to assess the resilience of machine learning (ML) hardware accelerators, with a specific focus on Convolutional Neural Network (CNN) accelerators, when subjected to Trojan attacks aimed at degrading their accuracy. |
| SCANIA Project: Graph neural networks for anomaly detection | Sepideh Pashami | Graph neural networks for anomaly detection |
| Secure Hardware Accelerators for Machine Learning: Design, Evaluation, and Mitigation of Vulnerabilities | Mahdi Fazeli and Ahmad Patooghy (North Carolina University US) |
This master's project focuses on investigating the security of hardware accelerators designed for machine learning |
| Secure IP Core Design Through LLM-Driven Logic Locking | Mahdi Fazeli | |
| Securing Internet of Autonomous Vehicles with Light-weight Authentication | Hazem Ali Mohamed Eldefrawy |
investigating the HW/SW design of light-weight authentication for IoAV |
| Securing Multi-Processor System-on-Chips: Assessing Vulnerabilities to Hardware Trojans Through Thermal Profiles | Mahdi Fazeli | This master's thesis project is dedicated to conducting a comprehensive security assessment of modern multi-processor System-on-Chips (MPSoCs) equipped with multiple thermal sensors. |
| SimpleText: Automatic Simplification of Scientific Texts | Pablo Picazo-Sanchez | Automatic Simplification of Scientific Texts |
| The CatFish project | To be decided (contact Slawomir Nowaczyk for more details) | The project within Innovation Lab called CatFish has the aim of collecting data from water bodies through a system of drones |
| The effect of a mixed-capability vehicular fleet on Vulnerable Road User safety | Elena Haller Oscar Amador Molina |
Investigation of the effect of different levels of connection, cooperation, and automation (e.g., local awareness, collective perception, statistics) on road safety and traffic efficiency for future mobility scenarios including pedestrians and cyclists. |
| The healthcare data mining with advance AI technology | Guojun Liang Prayag |
The cardiovascular health care project |
| Thesis in connection with KEEPER project | Sławomir Nowaczyk TBD |
KEEPER – knowledge creation for efficient and predictable industrial operations |
| Time series anomaly detection for Heavy-duty vehicles (in collaboration with Volvo) | Yuantao & TBD | Detecting anomalies in multivariate time series data via learned representations |
| Towards robustness of post hoc Explainable AI methods | Parisa Jamshidi Peyman Mashhadi Jens Lundström |
Towards robustness of post hoc Explainable AI methods |
| Trajectory prediction algorithms for intention sharing in Micromobility | Elena Haller Amira Soliman Oscar Amador Molina |
Self-prediction of trajectories by Vulnerable Road Users to share their intentions with vehicles. |
| Transfer Learning for Network Security | Sławomir Nowaczyk Zahra Taghiyarrenani |
Study of Transfer Learning techniques in Network Security applications- Network Traffic Classification and Intrusion Detection |
| Uncertainty quantification for data driven clinical decision making | Awais Ashfaq Sławomir Nowaczyk |
The student will build upon the field of evidential deep learning to identify and understand when the model says 'I don't know' |
| Utilization of Foundation Models for Federated Learning | Zahra Taghiyarrenani Yuantao Fan Ali amirahmadi |
This thesis aims to leverage Foundation Models and develop new aggregation paradigms to overcome challenges in Federated Learning. |
| V2X Intention Sharing for E-Bikes and E-Scooters | Oscar Amador Molina Elena Haller |
Design and implementation of a protocol that enables Vulnerable Road Users to share their intentions with vehicles. |
| XAI for yoga posture recognition | Cristofer Englund Kevin Hernandez Diaz |
To analyze the classification of yoga postures and the potential misclassification due to occlusion and perspective of images |
