works on

From the 1 of 8 linked papers with an AI index.

activity
20242026
collaborators

8 papers

cs.LG2026

Hierarchical Spatio-Temporal Transformer for Coherent Emergency Department Forecasting

Filipa Lino, Bárbara Tavares, Carlos Santiago +2

The paper introduces HierSTT, a hierarchical Transformer framework that jointly forecasts emergency department demand at hospital, regional, and national levels while enforcing cro…

cs.LG2026

Native Hierarchical and Compositional Representations with Subspace Embeddings

Gabriel Moreira, Zita Marinho, Manuel Marques +2

Traditional embeddings represent datapoints as vectors, which makes similarity easy to compute but limits how well they capture hierarchies and compositionality. We propose a funda…

cs.LG2026

Spectral Guidance for Flexible and Efficient Control of Diffusion Models

Gabriel Moreira, Manuel Marques, João Paulo Costeira +1

We introduce Spectral Guidance, a framework for controlling diffusion models by leveraging the intrinsic geometry of the generative process. As data is progressively corrupted by n…

cs.CV2026

Learning to See Like Humans: Gaze-Aligned Cycling Safety Prediction

Luís Maria Perdigão, Miguel Costa, Carlos Santiago +1

Cycling delivers significant public-health and environmental benefits, yet its uptake in cities is often limited by perceived safety. When street environments appear unsafe, indivi…

cs.CV2026

Face inpainting with Identity Preserving Latent Diffusion Models

João Santos, Carlos Santiago, Manuel Marques

Face inpainting techniques recover missing or occluded facial regions in a visually realistic manner, but preserving the identity in the final output remains a fundamental challeng…

cs.CV2026

Benchmarking 3D Human Pose Estimation Models under Occlusions

Filipa Lino, Carlos Santiago, Manuel Marques

Human Pose Estimation (HPE) involves detecting and localizing keypoints on the human body from visual data. In 3D HPE, occlusions, where parts of the body are not visible in the im…