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
A Survey on Proof of Sequential Work: Development, Security Analysis, and Application Prospects. [PDF]
Zhang J +7 more
europepmc +1 more source
Chlorella vulgaris biorefineries: sustainable biofuels and high‐value carbon capture
Abstract Global reliance on fossil fuels has created urgent economic and environmental challenges, yet large‐scale use of algal biomass remains limited by production costs. Industrial scaling is constrained by inefficient harvesting and the technical challenges of processing recalcitrant cell walls.
Sandyelle Ferreira Alcântara Araújo +13 more
wiley +1 more source
MHBDS: Healthcare blockchain data sharing scheme based on SMPC and TRP-PBFT. [PDF]
Zhang L, Luo J, Hao Z, Yang Q.
europepmc +1 more source
Aim Intradermal application of lipopolysaccharide (LPS), a Toll‐like receptor 4 agonist, induces a local inflammatory response and is used as a human challenge model to evaluate the pharmacodynamics of investigational medicinal products. While currently applied in a single, parallel‐group setting, alternative within‐subject designs involving repeated ...
Alexandra A. J. Sillé +12 more
wiley +1 more source
A Method for Continuous Dual-Offline Payment of Cryptocurrency Based on Asset Credentials. [PDF]
Si H +5 more
europepmc +1 more source
Activism as a long durée journey: Teachers against the Chilean neoliberal education model
Abstract In this paper, I use the idea of purposes of education, particularly subjectification, and the concept of love to explore long‐term teacher activism in Chile. ‘Long‐term activism’ is used to describe an ongoing struggle rather than activism confined to specific moments.
Carla Tapia‐Parada
wiley +1 more source
A Blockchain-Based Framework With Zero-Knowledge Proof Incorporated for Safeguarded Sharing of Genomic Data Through Health Record Systems. [PDF]
Krishappa N +7 more
europepmc +1 more source
Abstract This paper examines the implications of England's ‘golden thread’ policy framework for teacher education, which describes a state‐mandated, linear model of professional learning from initial teacher training and education through to continuing professional development.
Amanda Nuttall +3 more
wiley +1 more source
VeriFed: Temporally Consistent Continuous Cross-Chain Data Federation. [PDF]
Hao K, Bi M, Ma Y.
europepmc +1 more source

