Applied and Interpretable
Machine Learning

News

2026
Octpaper

Two papers accepted at NeurIPS 2026. Routing Subspaces: Auditing Evaluation-to-Deployment Mismatch in Fine-Tuned Language Models is in the main track. “Optimal transport methods for computing similarity between plankton communities and forecasting with GNNs”, on marine monitoring data, is at the Geometric Distributional Deep Learning workshop.

Sepevent

The group hosted a workshop on AI for marine monitoring and sensing technologies.

Augpaper

A paper on signal processing of multimodal data accepted at the NeuroMM workshop at ACM Multimedia 2026.

Juljoined

Rebecca De Rosa joined the group as a Research Assistant.

Junpaper

Faithful or Findable? Evaluating LLM-Generated Metadata for RDF Dataset Search accepted at the SynthIR workshop at SIGIR 2026.

Junpaper

Why Neighborhoods Matter: Traversal Context and Provenance in Agentic GraphRAG accepted at the joint GenAIK–NORA workshop at IJCAI 2026.

Junjoined

Luigi Colluto and Manish Raj Moriche joined the group as Undergraduate Researchers.

Maypaper

PIPER: Content-Based Table Search via Profiling and LLM-Generated Pseudoqueries accepted at DEXA 2026, the International Conference on Database and Expert Systems Applications.

Aprpaper

Data-driven warranty modeling for multi-state deteriorating products with stochastic repair times published in Reliability Engineering & System Safety.

Marjoined

Ane Cathrine Holst Merrild joined the group as a PhD Fellow, and Vladimír Jakabovic and Bartosz Bobkiewicz as Undergraduate Researchers.

2025
Novjoined

Tim Lukas Adam joined the group.

Octjoined

Riccardo Terrenzi joined the group as a PhD Fellow.

Auggrant

RECOVER was granted: a Danish–German project on the resilience of coastal ecosystems in the western Baltic Sea, using microalgae as bioindicators and AI on environmental data towards a digital twin of the south-western Baltic. Funded by the EU’s Interreg Deutschland–Danmark programme, October 2025 to September 2028.

Junpaper

A Big Data Analytics System for Predicting Suicidal Ideation in Real-Time Based on Social Media Streaming Data published at DATA 2025, the International Conference on Data Science, Technology and Applications.

Marvisit

Toygar Tanyel visited the group on a travel grant from the Danish Data Science Academy (DDSA).

2024
Augproject

The group joined the DIREC project Multimodal Data Processing of Earth Observation Data as a partner, and leads its work at SDU. The project builds processing pipelines for Earth observation data with Danish public organisations, to strengthen the data they use for environmental decisions.

Febjoined

Phongsakon Mark Konrad joined the group.

2023
Octpaper

Remaining useful lifetime prediction for predictive maintenance in manufacturing published in Computers & Industrial Engineering.

Auggroup

Serkan Ayvaz joined SDU, and the group started at the Centre for Industrial Software.