Doctorat en Intel·ligència Artificial
Collections in this community
-
Articles de revista [34]
Recent Submissions
-
Measuring the mixing of contextual information in the transformer
(Association for Computational Linguistics, 2022)
Conference lecture
Open AccessThe Transformer architecture aggregates input information through the self-attention mechanism, but there is no clear understanding of how this information is mixed across the entire model. Additionally, recent works have ... -
Explaining how transformers use context to build predictions
(Association for Computational Linguistics, 2023)
Conference lecture
Open AccessLanguage Generation Models produce words based on the previous context. Although existing methods offer input attributions as explanations for a model’s prediction, it is still unclear how prior words affect the model’s ... -
Ensemble model-based method for time series sensors’ data validation and imputation applied to a real waste water treatment plant
(International Environmental Modelling and Software Society (iEMSS), 2022)
Conference lecture
Open AccessIntelligent Decision Support Systems (IDSSs) integrate different Artificial Intelligence (AI) techniques with the aim of taking or supporting human-like decisions. To this end, these techniques are based on the available ... -
Recognition of conformational states of a G protein coupled receptor from molecular dynamic simulations using sampling techniques
(Springer, 2023)
Conference report
Restricted access - publisher's policyProtein structures are complex and dynamic entities relevant to many biological processes. G-protein-coupled receptors in particular are a functionally relevant family of cell membrane proteins of interest as targets in ... -
Translate first reorder later: leveraging monotonicity in semantic parsing
(Association for Computational Linguistics, 2023)
Conference report
Open AccessPrior work in semantic parsing has shown that conventional seq2seq models fail at compositional generalization tasks. This limitation led to a resurgence of methods that model alignments between sentences and their ... -
A multi-omics integrative approach unravels novel genes and pathways associated with senescence escape after targeted therapy in NRAS mutant melanoma
(2023-07-07)
Article
Open AccessTherapy Induced Senescence (TIS) leads to sustained growth arrest of cancer cells. The associated cytostasis has been shown to be reversible and cells escaping senescence further enhance the aggressiveness of cancers. ... -
Explaining how transformers use context to build predictions
(2023-05-21)
Research report
Open AccessLanguage Generation Models produce words based on the previous context. Although existing methods offer input attributions as explanations for a model's prediction, it is still unclear how prior words affect the model's ... -
AI-based glioma grading for a trustworthy diagnosis: an analytical pipeline for improved reliability
(2023-06-27)
Article
Open AccessGlioma is the most common type of tumor in humans originating in the brain. According to the World Health Organization, gliomas can be graded on a four-stage scale, ranging from the most benign to the most malignant. The ... -
Adding preferences and moral values in an agent-based simulation framework for high-performance computing
(2023)
Conference report
Open AccessAgent-Based Simulation is a suitable approach used now-a-days to simulate and analyze complex societal environments and scenarios. Current Agent-Based Simulation frameworks either scale quite well in computation but implement ... -
Explainable agents adapt to human behaviour
(2023)
Conference report
Open AccessWhen integrating artificial agents into physical or digital environments that are shared with humans, agents are often equipped with opaque Machine Learning methods to enable adapting their behaviour to dynamic human needs ... -
Analyzing multiple conflicts in SAT: an experimental evaluation
(EasyChair Publications, 2023)
Conference report
Open AccessUnit propagation and conflict analysis are two essential ingredients of CDCL SAT Solving. The order in which unit propagation is computed does not matter when no conflict is found, because it is well known that there exists ... -
A Docker-based federated learning framework design and deployment for multi-modal data stream classification
(2023-05-11)
Article
Restricted access - publisher's policyIn the high-performance computing (HPC) domain, federated learning has gained immense popularity. Especially in emotional and physical health analytics and experimental facilities. Federated learning is one of the most ...
RSS 1.0