Selected projects

Projects from model understanding to forecast-to-decision systems and science communication

Selected research and science-communication projects are listed below. Project pages distinguish between completed results, accepted work, and ongoing activities.

Ongoing science communication

Quantum Machine Learning Podcasts

Quantum Machine Learning podcast series on Spotify

A podcast project that makes Quantum Machine Learning concepts, research questions, and applications more accessible through concise audio episodes.

  • Quantum Machine Learning
  • Podcast
  • Science Communication
  • Spotify
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Accepted at IEEE Quantum Week 2026

Hybrid Quantum Risk Minimisation for Spatial Flood Allocation

Léa Cassé, Sabarikirishwaran Ponnambalam, Gregory Pearson, Nick Lim, Bernhard Pfahringer, Albert Bifet

A QRU–CVaR–QUBO–QAOA pipeline that links hydrological forecasting to correlation-aware spatial tail-risk allocation and evaluates both simulator and current-hardware constraints.

  • QRU
  • QAOA
  • CVaR
  • Climate Risk
  • Flood Forecasting
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Ongoing research

Explainable AI for Cross-Day EMG Gesture Classification

Research collaboration with Anany

An XAI study of multichannel EMG gesture classification under cross-day and domain shift, designed to separate physiologically meaningful signal regions from unstable model artefacts.

  • Explainable AI
  • EMG
  • Domain Shift
  • Integrated Gradients
  • Time Series
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