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Remember More by Recalling Less: Investigating the Role of Batch Size in Continual Learning with Experience Replay (Student Abstract)

Maciej Wolczyk, Andrii Krutsylo
2021 AAAI Conference on Artificial Intelligence  
However, the dynamics of experience replay are not yet well understood. To showcase this, we focus on a single component of this problem, namely choosing the batch size of the buffer samples.  ...  Experience replay is a simple and well-performing strategy for continual learning problems, often used as a basis for more advanced methods.  ...  Acknowledgements The work of Maciej Wołczyk was supported by the research project "Bio-inspired artificial neural networks" (grant no.  ... 
dblp:conf/aaai/WolczykK21 fatcat:n4sl77oggnaolpsne7o6xfr5ka

A neural network account of memory replay and knowledge consolidation

Daniel N Barry, Bradley C Love
2022 Cerebral Cortex  
We provided insights into category knowledge replay by simulating these processes in a neural network which approximated the roles of the human ventral visual stream and hippocampus.  ...  Category knowledge is learned across multiple experiences, and its subsequent generalization is promoted by consolidation and replay during rest and sleep.  ...  The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.  ... 
doi:10.1093/cercor/bhac054 pmid:35213689 fatcat:4aojimgiyrfmtdcvcwus5ojgze

A study on dual-memory architectures in incremental learning

Behzad Taghipour Zarfsaz
2021 figshare.com  
This article starts with the importance of continual learning, and after explaining the fundamentals, a hybrid bio-inspired model has been introduced.  ...  Catastrophic forgetting as the central issue in continual learning can be named one of the most critical and challenging issues in machine learning, which explored in the 1980s.  ...  Consequently, with a batch size of 100, the D 1 has been finished in batch number 50. The D 2 sub-task has been started in batch 51 and continues till batch 2050 (20 batches).  ... 
doi:10.6084/m9.figshare.14237717.v1 fatcat:p3dpeehlbzem3ct6f7ohn4j6mu

Continual Object Detection: A review of definitions, strategies, and challenges [article]

Angelo G. Menezes, Gustavo de Moura, Cézanne Alves, André C. P. L. F. de Carvalho
2022 arXiv   pre-print
The field of Continual Learning investigates the ability to learn consecutive tasks without losing performance on those previously learned.  ...  We believe that research in continual object detection deserves even more attention due to its vast range of applications in robotics and autonomous vehicles.  ...  Acknowledgments This study was funded in part by the Coordenação de Aperfeiçoamento de Pessoal de Nível Superior -Brasil (CAPES) -Finance Code 001.  ... 
arXiv:2205.15445v1 fatcat:uj5rqcapabdudiv7xq2cjfjcfm

Deep Reinforcement Learning [article]

Yuxi Li
2018 arXiv   pre-print
We start with background of artificial intelligence, machine learning, deep learning, and reinforcement learning (RL), with resources.  ...  We discuss deep reinforcement learning in an overview style. We draw a big picture, filled with details.  ...  Lanctot et al. (2017) observe that independent RL, in which each agent learns by interacting with the environment, oblivious to other agents, can overfit the learned policies to other agents' policies  ... 
arXiv:1810.06339v1 fatcat:kp7atz5pdbeqta352e6b3nmuhy

"Because We Are Shy and Fear Mistaking": Computer Mediated Communication with EFL Writers

Martha Clark Cummings
2004 Journal of Basic Writing  
The computers empowered the two students by giving them access to the technology for their writing, yet the students were at a disadvantage when compared to their classmates who were more experienced in  ...  Second, in the guise of presenting opportunity, the computers accentuated the differences in the students' past technological opportunities.  ...  If the size of the sample had been larger, surely the findings could be stated more persuasively.  ... 
doi:10.37514/jbw-j.2004.23.2.03 fatcat:hwyeo57cxrhn3mqw3ejlsqurze

Individualizing Foreign Language Instruction

Barbara Elling, Howard Altmann, Robert Politzer
1974 The German quarterly  
Groups of various sizes help to vary learning experiences and make learning more interesting. Further- more, some children work better with peers than alone.  ...  The young person continues to learn by adding new rules to the established order more or less affecting previous rules, depending on the individual's flexibility or lack of it.  ... 
doi:10.2307/404084 fatcat:idfoe2vsunfdfgflgq3wdipgdm

Basque Conference on Cyber Physical Systems and Artificial Intelligence

Manuel Graña
2022 Zenodo  
This entry contains the proceedings of the Basque Conference on Cyber Physical Systems and Artificial Intelligence  ...  This work was supported in part by the Civil Program UAVs Initiative, promoted by the Xunta de Galicia and developed in partnership with the Babcock company.  ...  Acknowledgements I would like to thank all my collaborators in the last two decades who took the journey with me. I am so grateful for that.  ... 
doi:10.5281/zenodo.6568145 fatcat:lbwc7clohbeybmmdjhdlalxziu

Industrial experiences with automated regression testing of a legacy database application

Erik Rogstad, Lionel Briand, Ronny Dalberg, Marianne Rynning, Erik Arisholm
2011 2011 27th IEEE International Conference on Software Maintenance (ICSM)  
Regression testing is carried out by running the selected test cases on consecutive versions of the system under test, while automatically capturing changes in the database state during system execution  ...  Together with the Norwegian Tax Department, we developed an industryi Preface This thesis was undertaken at Simula Research Laboratory and the Department of Informatics, University of Oslo, with Lionel  ...  Acknowledgment Lionel Briand was supported by the National Research Fund, Luxembourg (FNR/P10/03), while Erik Rogstad was supported by the ATOS project, a joint project of The Norwegian Tax Department  ... 
doi:10.1109/icsm.2011.6080803 dblp:conf/icsm/RogstadBDRA11 fatcat:wydpizxrrfff3iiooscipyp2xi

Digital Youth, Innovation, and the Unexpected

Michael A. Xenos
2009 Information, Communication & Society  
The series as a whole looks at the relation between youth, learning, and digital media, but each book or essay might deal with only a subset of this constellation.  ...  In 2005, The John D. and Catherine T. MacArthur Foundation began a new grant-making initiative in the area of digital media and learning.  ...  Supporting this kind of informal learning was precisely the role that replays played later in the DOOM community.  ... 
doi:10.1080/13691180802552932 fatcat:bat5m7vltndujeaay56rtdrprm

MARVEL - D3.1: Multimodal and privacy-aware audio-visual intelligence – initial version

Alexandros Iosifidis
2022 Zenodo  
This document describes the initial version of the methodologies pro- posed by MARVEL partners towards the realisation of the Audio, Visual and Multimodal AI Subsystem of the MARVEL architecture.  ...  training and efficiency of AI models under supervised, unsupervised, and cross-modal contrastive learning settings.  ...  Such scalability features allow for extreme model compression and optimisation, while decoupling parameter count and computational cost in alignment with the harware-aware scaling paradigm.  ... 
doi:10.5281/zenodo.6821317 fatcat:eia7rkk5lfbg7khs3qcat5qd3m

Learning Analytics in Massive Open Online Courses [article]

Mohammad Khalil
2018 arXiv   pre-print
In view of that, this thesis combines both fields in order to investigate further steps in the learning analytics capabilities in MOOCs.  ...  The primary research of this dissertation focuses on the integration of learning analytics in MOOCs, and thereafter looks into examining students' behavior on one side and bridging MOOC issues on the other  ...  The frequency diminishes continuously to 1,760 reads for the whole period of week 4. It then stays more or less constant.  ... 
arXiv:1802.09344v1 fatcat:w42m2vuoibezpig5wewuh6so2i

THE UNIVERSITY OF NEW SOUTH WALES

1961 Medical Journal of Australia  
The 300 x 400mm format is also popular with artists but this is less common as the increase in plate size requires a more powerful, and therefore more expensive, laser in the recording stage.  ...  The size and neutrality of the viewing aperture place the image in a new role -not the role of reproduction or illusion but the role of stimulus for simulation. 222 222 F. 222 Lim, S.  ...  Michel Serres. 370 Introduction In this chapter the argument regarding the spatial and temporal properties of the holographic images continues.  ... 
doi:10.5694/j.1326-5377.1961.tb69461.x fatcat:xjlce5jn25edzoiqwwijlhsojy

D2.6: Annual case development report (year 2)

Åsmund Lægreid Steiro, Lutgart Lenaerts, Anna Marie Nicolaysen, Tor Arvid Breland, Geir Lieblein, Anamaria Supuran, Adrian Timar, Mohammed Tilahun, Tesfay. Girmay, Zenebe Abraha, Katherine Flynn, LIne Lindner (+16 others)
2022 Zenodo  
At the beginning of 2020, more detailed instructions on how to analyse the case research data were shared with the cases by the coordinating NMBU team.  ...  The sharing of the document describing the analytical activity was followed up with monthly video conferences with the cases individually to ensure good communication around how the cases should report  ...  In addition the previous courses taken by the first batch of students were useful to aware students and derive them to a more focused target.  ... 
doi:10.5281/zenodo.6511419 fatcat:4clfyfq74bcvzisbczqobvkovq

Evolving Perspectives on Computers and Composition Studies: Questions for the 1990s

Mary G. French, Gail E. Hawisher, Cynthia L. Selfe
1992 College composition and communication  
gather two kinds of information, complete two kinds of scholarly tasks: we have to look to the past to review what we have learned through research completed in the last ten years; we have to look to the  ...  to new methods of teaching that capture more fully our theories of writing.  ...  Acknowledgments I thank Hugh Burns, Gail Hawisher, and Cynthia Selfe for their perceptive and helpful readings of this essay. It was Hugh who saw this paper as calling for a rethinking of delivery.  ... 
doi:10.2307/358659 fatcat:arztlhpjxbdubhy6w7h6qwolmu
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