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Rethinking Reinforcement Learning based Logic Synthesis [article]

Chao Wang, Chen Chen, Dong Li, Bin Wang
2022 arXiv   pre-print
Recently, reinforcement learning has been used to address logic synthesis by formulating the operator sequence optimization problem as a Markov decision process.  ...  Based on these findings, we develop a new RL-based method that can automatically recognize critical operators and generate common operator sequences generalizable to unseen circuits.  ...  Revisiting RL-based Logic Synthesis In this section, we dive deep into current RL-based LS methods.  ... 
arXiv:2205.07614v3 fatcat:me3yeenoojav5fednkjx7xidfa

Nothing is new, but everything has changed: A viewpoint on the future school

António Nóvoa, Yara Alvim
2020 Prospect: Quarterly Review of Comparative Education  
But dynamics of transformation and metamorphosis of the school have also emerged, reinforcing education as a public and common good.  ...  This Viewpoint argues that the debates about the future of education and the need to rethink the school model started long before the pandemic crisis.  ...  Many of us have written, in recent years, about the end of the school model (Nóvoa 2006) and the need to rethink the institutional bases of the school.  ... 
doi:10.1007/s11125-020-09487-w pmid:32836427 pmcid:PMC7332737 fatcat:caiusku2lnhm7nygstgvj5dyvi

Learning algorithms for small mobile robots: case study on maze exploration

Stanislav Slusny, Roman Neruda, Petra Vidnerová
2008 Conference on Theory and Practice of Information Technologies  
Relational reinforcement learning is a new interdisciplinary approach combining logical programming with traditional reinforcement learning.  ...  Two control mechanisms for an agent are considered -new direction of reinforcement learning called relational reinforcement learning, and a radial basis function neural network trained by evolutionary  ...  Relational reinforcement learning [11] is approach that combines RL with Inductive Logical Programming.  ... 
dblp:conf/itat/SlusnyNV08 fatcat:5lvfxl4isfdilga2rq7eiso54u

Strategy Development for Service-and-Innovative Not-for-Profit Organization (NPO): Practical Case

Sarawut Sujitjorn, Raweewan Lertsuksombat
2019 Open Journal of Business and Management  
Successful implementation of such strategies requires culture-based management.  ...  Even though several forms of tools are available [1] [2] , science-based organization like SLRI rather prefers an explicit logic-based tool like balanced scorecard (BSC) [3] .  ...  Readers may rethink of our triple helix mentioned in Section 3.  ... 
doi:10.4236/ojbm.2019.74114 fatcat:2byd6v6xr5cxva4b5z6sa4xhhq

Next Decade's AI-Based Drug Development Features Tight Integration of Data and Computation

Yunan Luo, Jian Peng, Jianzhu Ma
2022 Health Data Science  
We need to rethink how AI should be integrated into the drug development pathway.  ...  Active learning transforms the traditional AI-based development from a linear process to an iterative paradigm (Figure 1(c) ).  ... 
doi:10.34133/2022/9816939 doaj:405f07dd1e4b457ca7051037b8dca9b3 fatcat:c3gxolz2qzefhfjaptd5zggdse

PIETRO LAUREANO - Water conservation techniques in traditional human settlements

Swagata Das
2021 Zarch  
This is where the primary contribution of the book lies -rethinking cultural and traditional practices as a base for innovative advanced knowledge for new technological paradigms.  ...  The descriptive narrations are reinforced by several site photographs and drawings that form a rich visual chronicle.  ... 
doi:10.26754/ojs_zarch/zarch.2020154938 fatcat:mr4l4cencne6fnw7vnawjmxlpq

Teaching-Learning of Computational Thinking in K-12 Schools in India [chapter]

Sridhar Iyer
2019 Computational Thinking Education  
Typically, the focus is on usage-and skill-based content for specific applications.  ...  This chapter provides an overview of the rationale and content of the curriculum, examples of how computational thinking skills are addressed in the textbooks and learning activities, summary of its implementation  ...  Logical Data Handling: Gathering and Synthesis Figure 20.4 shows an example of gathering and synthesis of information from grade 5.  ... 
doi:10.1007/978-981-13-6528-7_20 fatcat:twd3hb4j7va37jpq7m6tzpkrrm

Sustainability in Management Education: Contributions from Critical Reflection and Transformative Learning

Claudine Brunnquell, Janette Brunstein
2018 Metropolitan Universities  
approach based on problem-posing.  ...  Therefore, it is important to employ CR and TL because they provide elements that contribute to advancement from the current teaching and learning approach, an approach based on problem solving, to another  ...  Synthesis of the Assumptions of Critical Reflection and Transformative Learning and its contributions.  ... 
doi:10.18060/21466 fatcat:vfw7emfevjghpdtobgve6q6mim

2021 Index IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems Vol. 40

2021 IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems  
Chittamuru, S.V.R., +, TCAD May 2021 850-863 Optimization ReLAccS: A Multilevel Approach to Accelerator Design for Reinforcement Learning on FPGA-Based Systems.  ...  ., +, TCAD Oct. 2021 2142-2155 Field programmable gate arrays ReLAccS: A Multilevel Approach to Accelerator Design for Reinforcement Learning on FPGA-Based Systems.  ... 
doi:10.1109/tcad.2021.3136047 fatcat:ppooj4g65nc2zonj7szclerc2y

Design for the Ecological Age: Rethinking the Role of Sustainability in Architectural Education

Ahmed Zaib Khan, Han Vandevyvere, Karen Allacker
2013 Journal of Architectural Education  
Integrating Multiple Learning Dynamics Design for the ecological age involves integrating multiple learning dynamics.  ...  Figure 3 . 3 The competing logics-'"eco-logics"-of sustainable architecture in dialogue with driving forces of discourse development for the ecological age.  ... 
doi:10.1080/10464883.2013.817155 fatcat:yhibiizii5ckle76ookukekouy

From Dis-Enclosure to Decolonisation: In Dialogue with Nancy and Mbembe on Self-Determination and the Other

Schalk Gerber
2018 Religions  
Or, what comes after the logic of the coloniser?  ...  The suggestions include a two-sided attitude of reticence/dissidence against falling back into the problematic logic.  ...  Until we have eliminated racism [the logic of the coloniser] from our current lives and imaginations, we will have to continue to struggle for the creation of a world-beyond-race.  ... 
doi:10.3390/rel9040128 fatcat:3tnrovxvgzfbtenjwzvnvavxrq

Grounding a new information technology implementation framework in behavioral science: a systematic analysis of the literature on IT use

Rita Kukafka, Stephen B Johnson, Allison Linfante, John P Allegrante
2003 Journal of Biomedical Informatics  
We present a novel framework that is intended to guide synthesis of more than one theoretical perspective for the purpose of planning multi-level interventions to enhance IT use.  ...  Our framework facilitated organizing this literature synthesis and our analysis was aimed at determining if the IT implementation approaches in the published literature were characterized by an approach  ...  Finally, based on findings from this literature synthesis, we offer implications for intervention approaches. 2.  ... 
doi:10.1016/j.jbi.2003.09.002 pmid:14615230 fatcat:qvpqdmj3w5dyxk4poyuzxeijxe

Echoes of LAEMOS

Ana Lucia Guedes
2010 Cadernos EBAPE.BR  
This issue is based on a selection of papers presented at the 3 rd Latin American and European Meeting on Organization Studies (LAEMOS), which was held in Buenos Aires, Argentina on 7-10 April 2010.  ...  The conference aims to promote the diffusion of research conducted primarily in Latin America and Europe and it is based on contributions of high quality academic work within the field of organization  ...  It is argued that management education has shifted to a market-based logic as a result of alignment with the wider political and socio-economic changes associated with the development of market economies  ... 
doi:10.1590/s1679-39512010000200001 fatcat:nnc44bzz3vdldnuxhkg36ixi2q

Sociological Imagination as Social Critique: Interrogating the 'Global Economic Crisis'

Ana C Dinerstein, Gregory Schwartz, Graham Taylor
2014 Sociology  
Our resistances, argues Holloway, are 'cracks' that weaken the 'capitalist synthesis' and the net of domination (Holloway, 2010) .  ...  Granter and Tischer examine the discourse of crisis as a specific form of learned knowledge.  ... 
doi:10.1177/0038038514548505 fatcat:zvnya6ceinedbadtijapkxrxdm

For an inclusive innovation. Healing the fracture between the human and the technological in the hypercomplex society

Piero Dominici
2018 European Journal of Futures Research  
Hurled into hypercomplexity, we are facing a complex process of anthropological transformation, of a shift in paradigms, models and codes, other than an irreversible synthesis of new value systems and  ...  Our extraordinary scientific discoveries and technological innovations not only open dizzily onto as yet unimaginable horizons and scenarios, but show, ever more clearly, the urgency of radically rethinking  ...  In the light of these brief considerationswhich ought to be expanded and illustrateddigital education, and indeed, education itself, must be thoroughly reformulated by rethinking the bases as well as by  ... 
doi:10.1007/s40309-017-0126-4 fatcat:emtdneyf4batfklyapwbi5dpgm
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