INESC-ID · Lisboa

Machine Learning & Knowledge Discovery

The mission of the Machine Learning and Knowledge Discovery (MLKD) group is to advance the state of the art in machine learning and its applications, in medical imaging, natural language processing and sequential decision making.

227publications
23people
1991active since

Research themes

Machine learning

Reinforcement learning, vision and language models, neuroscience-inspired architectures, reasoning and embedding mechanisms, explainability and mechanistic interpretability.

Medical imaging

Robust and uncertainty-aware deep learning for medical image segmentation, digital pathology, medical signal processing, and clinical outcome prediction.

Natural language processing

Large language models for document segmentation, information retrieval and real-world decision support, including algorithms for intellectual property protection.

Recent publications

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