Deep Learning

Intent Recognition for Maritime Autonomy

Deep and probabilistic intent classifiers (HMMs, LSTMs, Transformers) for early vessel behavior prediction in adversarial maritime scenarios.

Feb 1, 2025

Generative Sequence Modeling for Maritime Behaviors
Generative Sequence Modeling for Maritime Behaviors

Multi-task generative models (CVAE, TimeGAN, ACGAN) for forecasting vessel motion and reconstructing sparse maritime sensor data.

Jan 15, 2025

Feature-aware Deep Learning for Maritime Intent Recognition
Feature-aware Deep Learning for Maritime Intent Recognition

Forthcoming FMLDS 2025 paper on feature-aware deep learning for maritime intent recognition.

Jan 1, 2025