1 citations · 1 across the 4 of their papers we have counts for
4 papers
Hölder++: Improving the Quality-Coherence Trade-off in Multimodal VAEs
Huyen Vo, María Martínez-García, Isabel Valera
Existing approaches for multimodal variational autoencoders (VAEs) face a trade-off between generative quality and coherence-i.e., they struggle to generate realistic and diverse s…
Improved Variational Inference in Discrete VAEs using Error Correcting Codes
María Martínez-García, Grace Villacrés, David Mitchell +1
Despite advances in deep probabilistic models, learning discrete latent representations remains challenging. This work introduces a novel method to improve inference in discrete Va…
Sleep Activity Recognition and Characterization from Multi-Source Passively Sensed Data
María Martínez-García, Fernando Moreno-Pino, Pablo M. Olmos +1
Sleep constitutes a key indicator of human health, performance, and quality of life. Sleep deprivation has long been related to the onset, development, and worsening of several men…
Heterogeneous Hidden Markov Models for Sleep Activity Recognition from Multi-Source Passively Sensed Data
Fernando Moreno-Pino, María Martínez-García, Pablo M. Olmos +1
Psychiatric patients' passive activity monitoring is crucial to detect behavioural shifts in real-time, comprising a tool that helps clinicians supervise patients' evolution over t…