Research
Applied questions in learning systems, security, and energy.
Investigating the behavior of intelligent systems under real constraints: distributed data, evolving threats, and infrastructure that depends on reliable energy.
How stages are labelled
- Exploratory Research
Mapping a problem space and choosing a question worth answering.
- Baseline Investigation
Replicating existing published work to establish a reliable reference.
- Ongoing Research
Running a defined investigation against an established baseline.
01 · Led by Will
Federated Learning & Cybersecurity
How federated intrusion detection systems share knowledge across clients whose traffic differs, with a focus on prototype-based methods and rare attack classes.
Thesis research in progress within an existing published framework.
- Federated Intrusion Detection
- Non-IID Data
- Prototype-Based Knowledge Sharing
- Server-Side Prototype Aggregation
- Rare-Class Detection
02 · Led by Yoga
Malware Detection & Deep Learning
Malware detection that combines deep representation learning with heuristic search for feature selection, starting from careful replication of existing work.
Studying and replicating an external published approach.
- Malware Detection
- Deep Representation Learning
- Feature Selection
- Heuristic Search
- Reproducible Experiments
03 · Led by Faisal
Renewable Energy & Telecommunications
Exploring how renewable sources, particularly solar, can support reliable power for telecommunications infrastructure such as base transceiver stations.
Surveying the problem space. Research question not yet confirmed.
- Renewable Energy
- Telecommunications Infrastructure
- Solar-Assisted BTS Power Systems
- Energy Monitoring
- Power Reliability
- Potential Energy Optimization