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Some Insights into Lifelong Reinforcement Learning Systems [article]

Changjian Li
2020 arXiv   pre-print
Some insights into lifelong reinforcement learning are provided, along with a simplistic prototype lifelong reinforcement learning system.  ...  A lifelong reinforcement learning system is a learning system that has the ability to learn through trail-and-error interaction with the environment over its lifetime.  ...  In this section, I aim to provide some insights into the design process with a prototype lifelong reinforcement learning system.  ... 
arXiv:2001.09608v1 fatcat:f56hobcawfbbfnxsm3dtscmduy

Incremental and developmental perspectives for general-purpose learning systems

Fernando Martínez-Plumed
2017 AI Matters  
It presents a declarative general-purpose learning system and a developmental and lifelong approach for knowledge acquisition, consolidation and forgetting.  ...  It also analyses the use of the use of more ability-oriented evaluation techniques for AI evaluation and provides further insight for the understanding of the concepts of development and incremental learning  ...  Therefore, the goal has not been to to evaluate gErl but to use it as a tool to gain some insights into the characteristics and usefulness of these tests and how careful we need to be when applying human  ... 
doi:10.1145/3098888.3098898 fatcat:yua6dombafclplu5j4p624t3ti

Incremental and developmental perspectives for general-purpose learning systems

Fernando Martínez-Plumed
2017 Inteligencia Artificial  
It presents a declarative general-purpose learning system and a developmental and lifelong approach for knowledge acquisition, consolidation and forgetting.  ...  It also analyses the use of the use of more ability-oriented evaluation techniques for AI evaluation and provides further insight for the understanding of the concepts of development and incremental learning  ...  Therefore, the goal has not been to to evaluate gErl but to use it as a tool to gain some insights into the characteristics and usefulness of these tests and how careful we need to be when applying human  ... 
doi:10.4114/intartif.vol20iss60pp24-27 fatcat:f4p7ghd23zac5h5ax75i7rh5qy

L2Explorer: A Lifelong Reinforcement Learning Assessment Environment [article]

Erik C. Johnson, Eric Q. Nguyen, Blake Schreurs, Chigozie S. Ewulum, Chace Ashcraft, Neil M. Fendley, Megan M. Baker, Alexander New, Gautam K. Vallabha
2022 arXiv   pre-print
We address the latter need by introducing a framework for continual reinforcement-learning development and assessment using Lifelong Learning Explorer (L2Explorer), a new, Unity-based, first-person 3D  ...  Despite groundbreaking progress in reinforcement learning for robotics, gameplay, and other complex domains, major challenges remain in applying reinforcement learning to the evolving, open-world problems  ...  Acknowledgments Development of L2Explorer was funded by the DARPA Lifelong Learning Machines (L2M) Program.  ... 
arXiv:2203.07454v1 fatcat:svjfhofp4vb2da2xzdso7ln6pq

Realising lifelong learning for all: Governance and partnerships in building sustainable learning cities

Raúl Valdés-Cotera, Mo Wang, Katharina Lunardon
2018 International Review of Education  
Her main research interests are lifelong learning governance, non-formal learning in the workplace, and intercultural comparative study in the context of lifelong learning implementation.  ...  (GNLC) further with her colleagues at the UNESCO Institute for Lifelong Learning (UIL).  ...  They show, in the pursuit of sustainable development, the necessities of extending learning opportunities inside and outside of the school system and the actions that can be taken to infuse learning into  ... 
doi:10.1007/s11159-018-9722-1 fatcat:qh5rff6jnrdfne5wwfz3lxvdj4

Machine Lifelong Learning: Challenges and Benefits for Artificial General Intelligence [chapter]

Daniel L. Silver
2011 Lecture Notes in Computer Science  
Second, the computational and data storage power of modern computers are capable of implementing and testing machine lifelong learning systems.  ...  This paper discusses each of the above in the context of a general framework for machine lifelong learning.  ...  The study of lifelong learning systems will provided insight into curriculum and training sequences that are beneficial for both humans and machines [11, 4] .  ... 
doi:10.1007/978-3-642-22887-2_45 fatcat:wcu2sbwvdnhenogveahcib6oyu

Towards Lifelong Self-Supervision: A Deep Learning Direction for Robotics [article]

Jay M. Wong
2016 arXiv   pre-print
For this reason, we complement our survey with insights from cognitive development and refer to ideas from classical control theory, producing an integrated direction for a lifelong learning architecture  ...  This manuscript surveys recent work in the literature that pertain to applying deep learning systems to the robotics domain, either as means of estimation or as a tool to resolve motor commands directly  ...  Grupen for their expertise, enthusiasm, and insight on preliminary work with control state prediction networks that lead up to this direction of thinking.  ... 
arXiv:1611.00201v1 fatcat:nqatcsrysvd7nn3ljpc4eankmq

Innovative Pedagogies for Family and Consumer Science/Home Economics Education-Utilizing Computer-Based Collaborative Learning to Foster Lifelong Learning Attributes

Ada Ma, Donna Pendergast
2010 Family and Consumer Sciences Research Journal  
As we near the end of the first decade of the 21st century, the development in students of the attributes of lifelong learning is recognized internationally as a common goal of education systems.  ...  The field of Family and Consumer Science-in some parts of the world known by other names including Home Economics-is no exception to this trend.  ...  Specifically, this paper provides insights into an initiative to create CSCL experiences in higher education textiles classes at the Hong Kong Institute of Education and to determine the lifelong learning  ... 
doi:10.1111/j.1552-3934.2009.00018.x fatcat:5wpfbbwk2zhzjfostxr73xxdoy

Meeting the challenges in clinical microbiology and infectious diseases

Roger Finch, Nick Beeching, Ian Phillips
2000 Clinical Microbiology and Infection  
Maintaining quality requires a workforce that is well trained and is committed to a process of lifelong learning.  ...  It was hoped that by reviewing the diversity of approaches, new insights might be provided into the relative merits of the component services through which a vision for the future might emerge.  ...  Maintaining quality requires a workforce that is well trained and is committed to a process of lifelong learning.  ... 
doi:10.1046/j.1469-0691.2000.00145.x fatcat:zmx5xukpyze6nclhostfjztd7e

Later life learning from experience: the cross-cultural importance of 'life reviews' in seniors' lifelong education and learning

Cameron Richards
2019 Zeitschrift für Weiterbildungsforschung - Report  
countries have as much to offer as more developed countries when it comes to emerging models of third age (and fourth age) models of lifelong learning for seniors-if not more.  ...  Conversely however, there is also growing recognition that 'life reviews' in later stages of the human lifecycle have an important lifelong education and learning purpose with also important cross-cultural  ...  As mentioned, all this further reinforces the notion that lifelong education is the relevant larger framework for recognising the importance of lifelong informal or experiential learning as inevitably  ... 
doi:10.1007/s40955-018-0123-7 fatcat:nnnssuy65bd33iq4cnle7qh3ji

Overview [chapter]

Sungsup Ra, Shanti Jagannathan, Rupert Maclean
2021 Korean Education in Changing Economic and Demographic Contexts  
They examine and take into account unprecedented disruptions caused by the coronavirus disease (COVID-19) pandemic, and address key response mechanisms that would enable education systems to "build back  ...  Measuring and monitoring learning in different settings and systems that can effectively provide the materials and support to lifelong learning are key to the success of a learning society.  ... 
doi:10.1007/978-981-16-0983-1_1 fatcat:t3ic3aspjbfoxax37u7lpvxbxa

The Impact of Grundtvig Learning Partnerships on Educating and Training the European Workforce

Alexandra Athanasiou, Angeliki Anagnostopoulou
2013 English Linguistics Research  
Within this framework, Lifelong Learning and its accessibility play a determining role in the optimistic goal of altering Europe into an active, knowledge-based economy.  ...  For this reason, it becomes evident that Lifelong Learning entails familiarity on the part of the active labor force with fundamental skills such as the ability to pursue and continue learning as well  ...  partnership The support, perseverance and commitment of the above mentioned parties have led to the realization of this vision into a tangible reality.  ... 
doi:10.5430/elr.v2n2p86 fatcat:rxsf6kndyvbqvjoxaahhm37epm

Hierarchical reinforcement learning as creative problem solving

Thomas R. Colin, Tony Belpaeme, Angelo Cangelosi, Nikolas Hemion
2016 Robotics and Autonomous Systems  
We draw a parallel between the properties of insight according to psychology and the properties of Hierarchical Reinforcement Learning (HRL) systems for embodied agents.  ...  We highlight the key challenges to be met in order to call an artificial system "insightful".  ...  . • Lifelong learning: Comparatively little research within the RL community is dedicated to systems capable of life-long learning.  ... 
doi:10.1016/j.robot.2016.08.021 fatcat:bppumzzwkvcx3e4tssbtl7ozmu

Lifelong Learning with a Changing Action Set [article]

Yash Chandak, Georgios Theocharous, Chris Nota, Philip S. Thomas
2020 arXiv   pre-print
We demonstrate the efficiency of this approach on large-scale real-world lifelong learning problems.  ...  While problems like catastrophic forgetting, changing transition dynamics, changing rewards functions, etc. have been well-studied in the lifelong learning literature, the setting where the action set  ...  We are also immensely grateful to the three anonymous reviewers who shared their insights and feedback.  ... 
arXiv:1906.01770v3 fatcat:mx2qqx7ccvfcxbwsq42hihzety

Education in the age of COVID-19: Implications for the future

Paul Stanistreet, Maren Elfert, David Atchoarena
2021 International Review of Education  
It is our pleasure to present our second double special issue on "Education in the age of COVID-19" to readers of the International Review of Education -Journal of Lifelong Learning (IRE).  ...  It considers some of the social fractures and inequities exposed by the pandemic and shines a critical light on the role of different national and international actors.  ...  , as researchers, scholars and practitioners, we must find ways to collaborate in order to document, examine and discuss current developments around the world and their consequences for education and learning  ... 
doi:10.1007/s11159-021-09904-y pmid:34092807 pmcid:PMC8169412 fatcat:zbmqrhfcyjcnvo4g5jemh67n2u
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