Risk‐aware safe reinforcement learning for control of stochastic linear systems
Abstract This paper presents a risk‐aware safe reinforcement learning (RL) control design for stochastic discrete‐time linear systems. Rather than using a safety certifier to myopically intervene with the RL controller, a risk‐informed safe controller is also learned besides the RL controller, and the RL and safe controllers are combined together ...
Babak Esmaeili +2 more
wiley +1 more source
Bounded Variation Separates Weak and Strong Average Lipschitz. [PDF]
Elperin A, Kontorovich A.
europepmc +1 more source
Modeling and parameter estimation for fractional large‐scale interconnected Hammerstein systems
Abstract This paper addresses the challenge of modeling and identifying large‐scale interconnected systems exhibiting memory effects, hereditary properties, and non‐local interactions. We propose a fractional‐order extension of the Hammerstein architecture that incorporates Grünwald–Letnikov operators to capture complex dynamics through multiple ...
Mourad Elloumi +2 more
wiley +1 more source
Biomimetic Synthetic Somatic Markers in the Pixelverse: A Bio-Inspired Framework for Intuitive Artificial Intelligence. [PDF]
Lima V, Martinho D.
europepmc +1 more source
Combinatorial characterizations and impossibilities for higher-order homophily. [PDF]
Veldt N, Benson AR, Kleinberg J.
europepmc +1 more source
Abstract Health care is shifting towards a digital‐guided system, integrating digital diagnostics, biomarkers and therapeutics in many care pathways. However, despite rapid technological advancement and preliminary adoption accelerated by the COVID‐19 pandemic, a significant implementation gap persists. This narrative review explores the causes of this
Mees H. P. Stoop +3 more
wiley +1 more source
Integer linear programming for contrasting state interventions in Boolean networks. [PDF]
Bampos C, Megalooikonomou V.
europepmc +1 more source
New heuristics for phylogeny estimation under the balanced minimum evolution criterion. [PDF]
Catanzaro D, Dehaybe H, Pesenti R.
europepmc +1 more source
Combinatorial inequalities and smoothness of functions [PDF]
openaire +2 more sources
Reception Baseline Assessment and ‘small acts’ of micro‐resistance
Abstract In September 2021, following the global COVID‐19 pandemic, the Department for Education introduced a national standardised digital Reception Baseline Assessment (RBA) for all English 4‐year‐old children. We analyse RBA and its associated Quality Monitoring Visits, as a further intensification of the new public management of early years ...
Guy Roberts‐Holmes +2 more
wiley +1 more source

