632 citations · 1.7k across the 18 of their papers we have counts for
3 papers · 1 filter
Causal Integrated Gradients: Scalable Feature Attribution Along Causal Paths
Joran Michiels, Anis Ismail, Maarten De Vos +1
Existing feature attribution methods that account for feature dependencies do not scale to high dimensions. We propose causal integrated gradients (CIG) and causal expected gradien…
Under-Mattress Temporal Sensing for Next-Day Agitation Risk Scoring in Dementia Wards
Zhen Liu, Marta Bono, Robbe Decloedt +3
Agitation fluctuates over short time horizons in people living with dementia, yet continuous physiological information for anticipating next-day risk is limited. We assessed whethe…
SynIB: Informational Bottleneck for Maximizing Synergy in Multimodal Learning
Konstantinos Kontras, Teodora Gagaleska, Thomas Strypsteen +4
A central objective in multimodal learning is to capture synergy: task-relevant information that arises only from the joint use of multiple modalities, and is not available from an…