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Safe Self-Refinement for Transformer-based Domain Adaptation [article]

Tao Sun, Cheng Lu, Tianshuo Zhang, Haibin Ling
2022 arXiv   pre-print
In this paper we propose a novel solution named SSRT (Safe Self-Refinement for Transformer-based domain adaptation), which brings improvement from two aspects.  ...  Second, to reduce the risk of model collapse and improve the effectiveness of knowledge transfer between domains with large gaps, we propose a Safe Self-Refinement strategy.  ...  Motivated by the above discussions, in this paper, we propose a novel UDA solution named SSRT (Safe Self-Refinement for Transformer-based domain adaptation).  ... 
arXiv:2204.07683v1 fatcat:aatlkkj5bfdxzabd5qz5zupj4y

F-STREAM: A Flexible Process for Deriving Architectures from Requirements Models [chapter]

Jaelson Castro, João Pimentel, Márcia Lucena, Emanuel Santos, Diego Dermeval
2011 Lecture Notes in Business Information Processing  
The definition of this process was performed based on a survey of the existing approaches. As example, we instantiate a process for adaptive systems.  ...  This led to the creation of different and unrelated approaches to handle specific attributes, such as security, performance, adaptability, etc.  ...  H1: Search for internal elements in the software actor that are independent of the application domain.  ... 
doi:10.1007/978-3-642-22056-2_37 fatcat:czm4q4pkona3xktitbzc5hnuzu

Measuring teamwork quality in large‐scale agile organisations evaluation and integration of the aTWQ approach

Alexander Poth, Mario Kottke, Andreas Riel
2021 IET Software  
Product quality is refined with internal and external product quality characteristics based on models like the ISO/IEC 25010.  ...  The maturity of organisations is measured using process assessment models like the International Organization for Standardization (ISO)/IEC 33001.  ...  | Demand for technology and domain regulations To address the product domain and technology-related requirements, the generic aTWQ approach can be refined.  ... 
doi:10.1049/sfw2.12036 fatcat:esvzkc774bggvblwaug5idg4py

Self-awareness in autonomous automotive systems

Johannes Schlatow, Mischa Moostl, Rolf Ernst, Marcus Nolte, Inga Jatzkowski, Markus Maurer, Christian Herber, Andreas Herkersdorf
2017 Design, Automation & Test in Europe Conference & Exhibition (DATE), 2017  
In this paper, we summarize current approaches for establishing self-awareness on those layers and elaborate why self-awareness needs to be addressed as a cross-layer problem, which we illustrate by practical  ...  However, self-awareness mechanisms of all layers must be considered in combination in order to build a coherent vehicle self-awareness that does not cause conflicting decisions or even catastrophic effects  ...  ACKNOWLEDGEMENT This work was funded within the DFG Research Unit Controlling Concurrent Change (FOR 1800), and partially within the project ARAMiS by the German Federal Ministry for Education and Research  ... 
doi:10.23919/date.2017.7927145 dblp:conf/date/SchlatowMENJMHH17 fatcat:zwrtlye7yfbjjmnvxre4dw45ne

A Video Is Worth Three Views: Trigeminal Transformers for Video-based Person Re-identification [article]

Xuehu Liu and Pingping Zhang and Chenyang Yu and Huchuan Lu and Xuesheng Qian and Xiaoyun Yang
2021 arXiv   pre-print
In our work, three self-view transformers are proposed to exploit the relationships between local features for information enhancement in spatial, temporal and spatial-temporal domains.  ...  Besides, inspired by the great success of vision transformer, we introduce the transformer structure for video-based person Re-ID.  ...  Cross-view transformer In each domain, self-view transformers help to refine the initial feature by exploiting the attention relationships in current view.  ... 
arXiv:2104.01745v1 fatcat:urtg5hxxqfbhrhmehhjobx2rnm

Self-composable Programming [article]

Hiun Kim
2021 arXiv   pre-print
While this can provide dedicated syntax and operational mechanism but it struggling practical adaptation for the cost of adapting new technology as part of development process.  ...  Various object-oriented techniques can applicable in the refinement process including explicit method-based, and implicit traits-based refinement.  ...  fundamentality and based on its domain, to architect software in self-composable form.  ... 
arXiv:1612.02547v3 fatcat:c334l7xbmvgqxbho4mm2n4bmze

Self-Explanation in Adaptive Systems

Nelly Bencomo, Kris Welsh, Pete Sawyer, Jon Whittle
2012 2012 IEEE 17th International Conference on Engineering of Complex Computer Systems  
The behaviour of self adaptive systems can be emergent. The difficulty in predicting the system's behaviour means that there is scope for the system to surprise its customers and its developers.  ...  We propose the use of goal-based models during runtime to offer self-explanation of how a system is meeting its requirements, and why the means of meeting these were chosen.  ...  Currently, the claim reasoning and model transformation based adaptation mechanism discussed in this paper applies where goals are achieved by selecting from a finite number of operationalization strategies  ... 
doi:10.1109/iceccs20050.2012.6299211 fatcat:wi6kk4kuxnh7tn7ysx4avdau2a

A Comprehensive Technological Survey on the Dependable Self-Management CPS: From Self-Adaptive Architecture to Self-Management Strategies

Peng Zhou, Decheng Zuo, Kun Hou, Zhan Zhang, Jian Dong, Jianjin Li, Haiying Zhou
2019 Sensors  
Focus on dependable environment-centered adaptation, we investigate the verification and validation (V&V) methods for making safe self-adaptation decision and the solutions for processing decision dependably  ...  For system-centered adaptation, the comprehensive self-healing methods are summarized. Finally, we analyze the missing pieces of the technology puzzle and the future directions.  ...  Ilias et al. proposed a goal-oriented design method for self-adaptive CPS, which is called Invariant Refinement Method for Self-Adaptation (IRM-SA).  ... 
doi:10.3390/s19051033 fatcat:v7z7lq2manbchd2nhfl7fs2bwy


Danny Weyns, Sam Malek, Jesper Andersson
2010 Proceeding of the 7th international conference on Autonomic computing - ICAC '10  
In this paper, we introduce a reference model, entitled FOrmal Reference Model for Self-adaptation (FORMS), which intends to alleviate this pressing issue.  ...  this domain.  ...  Then we study a concrete approach for self-adaptation in the robotics domain [9] .  ... 
doi:10.1145/1809049.1809078 dblp:conf/icac/WeynsMA10 fatcat:obd6zlfatbh5hjt4qr527mrjoq

Engineering Complex Adaptations in Highly Heterogeneous Distributed Systems

Paul Grace, Gordon S. Blair, Carlos Flores Cortes, Nelly Bencomo
2008 Proceedings of the 2nd International ICST Conference on Autonomic Computing and Communication Systems  
These demonstrate the benefits of the approach in terms of aiding and simplifying the process of creating self-configuring and self-adaptive software.  ...  In this paper, we present the Gridkit self* approach to the engineering of reflective middleware; this embraces state of the art software engineering practices, and flexible dynamic adaptation mechanisms  ...  Firstly, we do not currently consider verification and validation of configurations and adaptations.  ... 
doi:10.4108/icst.autonomics2008.4647 dblp:conf/autonomics/GraceBFB08 fatcat:b5nraxoctjcprc24ogspthkaza

Exploiting architectural prescriptions for self-managing, self-adaptive systems

Matthew J. Hawthorne, Dewayne E. Perry
2004 Proceedings of the 1st ACM SIGSOFT workshop on Self-managed systems - WOSS '04  
We use abstract constraint-and intent-based architectural prescriptions to enable architectural reflection, reification, and distributed configuration discovery as the basis for designing adaptive, selfconfiguring  ...  We discuss some key architectural properties and patterns that facilitate the design and implementation of self-configuring systems, and use these as the basis for an example prototype architecture for  ...  [8, 19] describe path-based adaptive architectural approaches used for adapter-based data stream modification.  ... 
doi:10.1145/1075405.1075420 dblp:conf/woss/HawthorneP04 fatcat:zewkcr5q2beofkeaijbshe4uvu

Development and psychometric evaluation of the assessment of self-injection questionnaire: an adaptation of the self-injection assessment questionnaire

Farrah Pompilus, Anna Ciesluk, Sara Strzok, Valerie Ciaravino, Kristina Harris, Boglarka Szegvari, Irina Mountian, Sophie Cleanthous, Juliette Meunier
2020 Health and Quality of Life Outcomes  
Internal consistency was satisfactory for all pre- and post-injection domains (ɑ > 0.8). Cognitive debriefing results from 12 patient exit interviews confirmed the ASI's appropriateness and clarity.  ...  Methods A mixed-methods approach was taken; two parallel, targeted literature reviews were conducted to identify relevant concepts and existing self-injection PRO instruments that could be adapted.  ...  based on the authors' input and direction.  ... 
doi:10.1186/s12955-020-01606-7 pmid:33148261 fatcat:sdz7nhghcbbxflv2uh3k5llitm

Refinable Function : An Object-oriented Approach to Procedure Modularity [article]

Hiun Kim
2021 arXiv   pre-print
In this paper, we present Refinable Function, an object-oriented approach to advanced language-based, symmetric modularity technique for the procedure.  ...  We introduce concepts of inheritance, encapsulation, and polymorphism of function for bringing object-orientation to procedure modularity and describe the design and implementation of Refinable Function  ...  Figure 5 . 5 Architecture of Self, JavaScript-based Refinable Function Implementation Figure 6 . 6 Time Complexity for Non-IO Operation object, this is a crucial issue for low memory devices.  ... 
arXiv:1707.02590v2 fatcat:r2ksfcdyunayrl2nmhxvmdueuq

Tailoring dynamic software product lines

Marko Rosenmüller, Norbert Siegmund, Mario Pukall, Sven Apel
2011 Proceedings of the 10th ACM international conference on Generative programming and component engineering - GPCE '11  
The DSPL supports self-configuration based on coarse-grained modules. We provide a feature-based adaptation mechanism that reduces the effort of computing an optimal configuration at runtime.  ...  Variability can be described in terms of features, which are central for development and configuration of SPLs. In traditional SPLs, features are bound statically before runtime.  ...  Safe composition is important for component-based software development.  ... 
doi:10.1145/2047862.2047866 dblp:conf/gpce/RosenmullerSPA11 fatcat:ng2pqdpfunh6lkodd2wioom2f4

From Standards and Regulations to Executable Rules: A Case Study in the Building Accessibility Domain

Ling Shi, Dumitru Roman
2017 International Web Rule Symposium  
This paper introduces a refined approach to extract SWRL rules from building accessibility regulatory texts and then to transform them into executable rules for semi-automatic compliance checking of Building  ...  It is based on the open standards and applies open source tools and thereby portable and extendable. It conforms to the open BIM principle to support knowledge sharing cross domains and disciplines.  ...  Method design This paper suggested a refined approach based on semantic technology for rule extraction from regulatory text in the building industry as illustrated in Fig. 1 . Fig. 1.  ... 
dblp:conf/ruleml/ShiR17 fatcat:dtzu2adrkfharksdu5uiftgaai
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