A.I. / Machine Learning

• Active Learning

• Semantic Latent Spaces

• Uncertainty Estimation

• Semi-supervised Learning

• Unsupervised Learning

• Open vocabulary learning

Graphs/Graph Neural Networks

• Generative Diffusion Models on Graphs

• Temporal Graph Neural Network

• Anomaly detection

• Hypergraph Neural Network

• Knowledge Graphs

Computer Vision

• Monocular 3D object detection

• Trajectory Forecasting

• Group/queue Detection 

• Anomaly Detection

• Generative AI: Diffusion Models

Environmental Science/Polar Science

• Glacier volume estimation

• Segmentation of chemical images

• Characterization of ice-grain from ice core

• Marine ecosystem properties prediction through GNNs

• Environmental risk assessment

Natural Language Processing (LLM)

• Automatic Knowledge graph creation from text

• LLM to Knowledge Graph

Embedded Computing

• Model compression

• Knowledge distillation

AI + Cultural Heritage