Papers

Talks & posters

Code repositories

  • Github Repository for Centre for Embedded Machine-learning and High-throughput Digital Electronics at Imperial College
  • GNN-JEDInet-FPGA repository for HLS-based template for the GNN-based JEDI-net
  • Repository for Multiple Scattering Monte Carlo code

Seminars & lectures

Masters projects

  • S. Baccas, Accelerated Bayesian Cluster Analysis for Super Resolved Microscopy, (supervisors: A. Rose, P. French).
  • Heterogeneous Hardware Solutions of neutrino algorithms (supervisors: E. Atkin, I. Xiotidis)
    • Track reconstruction of neutrino interactions within a High-Pressure Gas Argon TPC detector
    • Vertex finding in neutrino interactions in a High-Pressure Gas Argon TPC environment with CNNs
  • Optimisation of spline evaluation for neutrino oscillation analysis with Intel OneAPI (supervisors: E. Atkin, I. Xiotidis)
  • Tracking with Quantum Computers in High Energy Physics (supervisors: C. Brown, I. Xiotidis)
  • Quantum Machine Learning for High Energy Physics (supervisor: B. Maier)
  • Using Differentiable Programming for Experiment Optimization (supervisor: B. Maier)
  • Machine learning-based Event Reconstruction for Future Highly Granular Detectors at the Large Hadron Collider (supervisors: R. Bainbridge, B. Maier)
  • Computing students at undergraduate and MSc level through the Custom Computing Research Group (supervisor: W Luk)