Accelerating Reinforcement Learning-Based CCSL Specification Synthesis Using Curiosity-Driven Exploration
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Transactions on Computers"
DOI: 10.1109/tc.2022.3197956
Abstract: The Clock Constraint Specification Language (CCSL) has been widely acknowledged as a promising system-level specification for the modeling and analysis of timing behaviors of real-time and embedded systems. However, along with the increasing complexity of… read more here.
Keywords: driven exploration; curiosity driven; synthesis; ccsl ... See more keywords
Efficient Online Interest-Driven Exploration for Developmental Robots
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DOI: 10.1109/tcds.2020.3001633
Abstract: A major challenge for online and data-driven model learning in robotics is the high sample complexity. This hinders its efficiency and practical feasibility for lifelong learning, in particular, for developmental robots that autonomously bootstrap their… read more here.
Keywords: online interest; efficient online; exploration; interest driven ... See more keywords
A data-driven exploration of the race between human labor and machines in the 21st century
Sign Up to like & getrecommendations! Published in 2022 at "Communications of the ACM"
DOI: 10.1145/3488376
Abstract: To understand automation and the future of work, this study explores how human labor competes, or cooperates, with technology in performing a range of tasks. read more here.
Keywords: labor; race human; data driven; exploration race ... See more keywords