Signal Processing Systems
Dept. of Microelectronics

MSc thesis project proposal

[2026-2027] MSc topics in the CogSys Lab

The available 4 topics for 2026-2027 include:

  1. Local and/or bio-inspired learning rules for efficient on-device learning
    • Keywords: hardware-algorithm co-design, neuromorphic computing, energy-efficient AI, digital
  2. Continual learning algorithms for on-device adaptation
    • Keywords: hardware-algorithm co-design, energy-efficient AI, digital
  3. How low-footprint can modern attention-based machine learning models go for smart edge devices
    • Keywords: hardware-algorithm co-design, energy-efficient AI, digital
  4. Spike- and event-based processing strategies enabling (i) temporal data prediction, and/or (ii) sparse processing
    • Keywords: hardware-algorithm co-design, neuromorphic computing, energy-efficient AI, digital

For more detail, please contact me. 

Contact

dr. Charlotte Frenkel

Electronic Instrumentation Group

Department of Microelectronics

Last modified: 2026-01-27