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Automatically Composing Representation Transformations as a Means for Generalization [article]

Michael B. Chang, Abhishek Gupta, Sergey Levine, Thomas L. Griffiths
2019 arXiv   pre-print
As a first step for tackling compositional generalization, we introduce the compositional recursive learner, a domain-general framework for learning algorithmic procedures for composing representation  ...  transformations, producing a learner that reasons about what computation to execute by making analogies to previously seen problems.  ...  COMPOSITIONAL GENERALIZATION Solving a problem simply means representing it so as to make the solution transparent.  ... 
arXiv:1807.04640v2 fatcat:rupxorh2lndmpgophzwjzo4a5a

Automatic composition of guitar tabs by transformers and groove modeling

Yu-Hua Chen, Yu-Siang Huang, Wen-Yi Hsiao, Yi-Hsuan Yang
2020 Zenodo  
To address this, we build a model for composing fingerstyle guitar tabs with a neural sequence model architecture called the Transformer-XL.  ...  Recent years have witnessed great progress in using deep learning algorithms to learn to compose music in the form of a MIDI file.  ...  Transformer Models for Automatic Composition The Transformer [41] is a deep learning model that is designed to handle ordered sequences of data, such as natural language.  ... 
doi:10.5281/zenodo.4245542 fatcat:hcvgypmr25cvdckkasah5urzxq

Automatic Composition of Guitar Tabs by Transformers and Groove Modeling [article]

Yu-Hua Chen, Yu-Hsiang Huang, Wen-Yi Hsiao, Yi-Hsuan Yang
2020 arXiv   pre-print
To address this, we build a model for composing fingerstyle guitar tabs with Transformer-XL, a neural sequence model architecture. With this model, we investigate the following research questions.  ...  First, whether the neural net generates note sequences with meaningful note-string combinations, which is important for the guitar but not other instruments such as the piano.  ...  Transformer Models for Automatic Composition The Transformer [41] is a deep learning model that is designed to handle ordered sequences of data, such as natural language.  ... 
arXiv:2008.01431v1 fatcat:ek4yqt2ba5eqbiax5hcdmg24jy

Transformational partitioning for co-design of multiprocessor systems

Marchioro, Daveau, Jerraya
1997 Proceedings of IEEE International Conference on Computer Aided Design (ICCAD) ICCAD-97  
The transformations are b ased o n a p owerful set of primitives for functional partitioning, structural reorganization and communication transformation.  ...  The approach covers the co-design process through a set of user guided t r ansformations allowing semi-automatic partitioning.  ...  The di erent re nement steps use Solar as an intermediate representation. Each step makes transformations on a Solar model.  ... 
doi:10.1109/iccad.1997.643585 dblp:conf/iccad/MarchioroDJ97 fatcat:yvmwlxxcfzfr5iozxsaecpal5e

A transformation-based environment for designing multi-device interactive applications

Silvia Berti, Giulio Mori, Fabio Paternò, Carmen Santoro
2004 Proceedings of the 9th international conference on Intelligent user interface - IUI '04  
The ever-increasing availability of new types of devices raises a number of issues for user interface designers and interactive software developers.  ...  We have designed and developed a tool (TERESA), which can be helpful when designing applications accessible through various device types.  ...  means of interactors composed of various operators. • User interface generation.  ... 
doi:10.1145/964528.964530 fatcat:u3mvzzrfxngyne5jtyk6fppai4

A transformation-based environment for designing multi-device interactive applications

Silvia Berti, Giulio Mori, Fabio Paternò, Carmen Santoro
2004 Proceedings of the 9th international conference on Intelligent user interface - IUI '04  
The ever-increasing availability of new types of devices raises a number of issues for user interface designers and interactive software developers.  ...  We have designed and developed a tool (TERESA), which can be helpful when designing applications accessible through various device types.  ...  means of interactors composed of various operators. • User interface generation.  ... 
doi:10.1145/964442.964530 dblp:conf/iui/BertiMPS04 fatcat:7rxkyvw5r5bz3bbw4zeerdd5xu

ModelingToolkit: A Composable Graph Transformation System For Equation-Based Modeling [article]

Yingbo Ma, Shashi Gowda, Ranjan Anantharaman, Chris Laughman, Viral Shah, Chris Rackauckas
2022 arXiv   pre-print
Together, this demonstrates MTK as a system for bringing the latest research in graph transformations directly to modeling applications.  ...  In this manuscript we describe ModelingToolkit (MTK), a symbolic equation-based modeling system which allows for composable transformations to generate stable, efficient, and parallelized model implementations  ...  This means that for some symbolic variable x and some arbitrary Julia numerical program f, by operator overloading a symbolic representation of a user program can be generated simply by calling f(x) 1  ... 
arXiv:2103.05244v3 fatcat:xvhr6gzhizcvhl4zb36ei64yw4

Evaluating Knowledge Representations for Program Characterization

João Fabrício Filho, Luis Gustavo Araujo Rodriguez, Anderson Faustino da Silva
2017 Proceedings of the 19th International Conference on Enterprise Information Systems  
This article evaluates knowledge representations for program characterization for the context of code-generation systems.  ...  Knowledge representation attempts to organize the knowledge of a context in order for automated systems to utilize it to solve complex problems.  ...  The results obtained by the code-generating system, that considers NF as program representation, is able to find good transformation sequences, as well as outperforms other code-generating systems.  ... 
doi:10.5220/0006333605820590 dblp:conf/iceis/FilhoRS17 fatcat:tdw4qw33xvgk3b2cs6xpjeatla

Pop Music Transformer: Beat-based Modeling and Generation of Expressive Pop Piano Compositions [article]

Yu-Siang Huang, Yi-Hsuan Yang
2020 arXiv   pre-print
Among these models, the Transformer stands out as a prominent approach for generating expressive classical piano performance with a coherent structure of up to one minute.  ...  A great number of deep learning based models have been recently proposed for automatic music composition.  ...  ACKNOWLEDGEMENT The authors would like to thank Wen-Yi Hsiao (Taiwan AI Labs) for helping with processing the MIDI data and with rendering the MIDIs to audios for subjective study.  ... 
arXiv:2002.00212v3 fatcat:bd64gbyf55htpjx37ucljdnyua

Composition of XML Dialects: A ModelicaXML Case Study

Adrian Pop, Ilie Savga, Uwe Aßmann, Peter Fritzson
2005 Electronical Notes in Theoretical Computer Science  
This would be very useful for automatic generation of models from various CAD products. • Provide little support for library designers (no automatic renaming of components in models, no support for comparison  ...  By extending the COMPOST concrete composition layer with a component model for Modelica, we provide composition and transformation of Modelica.  ...  A Modelica parser is employed to generate the ModelicaXML representation. Modeli-caXML is fed into the COMPOST framework where it can be composed and transformed.  ... 
doi:10.1016/j.entcs.2004.02.071 fatcat:giyxks3lbbceno6g2sojo2p3du

Generating Configurable Hardware from Parallel Patterns

Raghu Prabhakar, David Koeplinger, Kevin J. Brown, HyoukJoong Lee, Christopher De Sa, Christos Kozyrakis, Kunle Olukotun
2016 ACM SIGOPS Operating Systems Review  
We present a general representation of tiled parallel patterns, and provide rules for automatically tiling patterns and generating metapipelines.  ...  Field programmable gate arrays (FPGAs) are particularly promising for the implementation of these accelerators, as they offer significant performance and energy improvements over CPUs for a wide class  ...  Acknowledgments The authors thank Maxeler Technologies for their assistance with this paper and Jacob Bower for his help running experiments.  ... 
doi:10.1145/2954680.2872415 fatcat:6ro33h2c3bbu7hf2tcj2x4dwx4

Generating Configurable Hardware from Parallel Patterns

Raghu Prabhakar, David Koeplinger, Kevin J. Brown, HyoukJoong Lee, Christopher De Sa, Christos Kozyrakis, Kunle Olukotun
2016 Proceedings of the Twenty-First International Conference on Architectural Support for Programming Languages and Operating Systems - ASPLOS '16  
We present a general representation of tiled parallel patterns, and provide rules for automatically tiling patterns and generating metapipelines.  ...  Field programmable gate arrays (FPGAs) are particularly promising for the implementation of these accelerators, as they offer significant performance and energy improvements over CPUs for a wide class  ...  Acknowledgments The authors thank Maxeler Technologies for their assistance with this paper and Jacob Bower for his help running experiments.  ... 
doi:10.1145/2872362.2872415 dblp:conf/asplos/PrabhakarKBLSKO16 fatcat:kgbcr4dik5ek7njjzzp77hsluy

Generating Configurable Hardware from Parallel Patterns

Raghu Prabhakar, David Koeplinger, Kevin J. Brown, HyoukJoong Lee, Christopher De Sa, Christos Kozyrakis, Kunle Olukotun
2016 SIGARCH Computer Architecture News  
We present a general representation of tiled parallel patterns, and provide rules for automatically tiling patterns and generating metapipelines.  ...  Field programmable gate arrays (FPGAs) are particularly promising for the implementation of these accelerators, as they offer significant performance and energy improvements over CPUs for a wide class  ...  Acknowledgments The authors thank Maxeler Technologies for their assistance with this paper and Jacob Bower for his help running experiments.  ... 
doi:10.1145/2980024.2872415 fatcat:eaedfjmytvauhltwmxgttnzxn4

Generating Configurable Hardware from Parallel Patterns

Raghu Prabhakar, David Koeplinger, Kevin J. Brown, HyoukJoong Lee, Christopher De Sa, Christos Kozyrakis, Kunle Olukotun
2016 SIGPLAN notices  
We present a general representation of tiled parallel patterns, and provide rules for automatically tiling patterns and generating metapipelines.  ...  Field programmable gate arrays (FPGAs) are particularly promising for the implementation of these accelerators, as they offer significant performance and energy improvements over CPUs for a wide class  ...  Acknowledgments The authors thank Maxeler Technologies for their assistance with this paper and Jacob Bower for his help running experiments.  ... 
doi:10.1145/2954679.2872415 fatcat:kplhjc26grfhle6koxjepe7pnq

Graphical representation of abstract learning scenarios: the UML4LD experimentation

Pierre Laforcade
2007 Seventh IEEE International Conference on Advanced Learning Technologies (ICALT 2007)  
Our experiment concerns the automatic generation of a UML activity diagram from an IMS-LD learning scenario.  ...  We also on purpose propose some reflexion elements about the stakes of models transformation in order to generate domain-specific representation of abstract scenarios.  ...  The transformation process is completed in twosteps: 1/from an IMS-LD model, selected by the user, a corresponding UML model is created, 2/ these UML model elements are automatically projected as representation  ... 
doi:10.1109/icalt.2007.152 dblp:conf/icalt/Laforcade07 fatcat:cpuy3ek6fzex5fzlrgeyrr6oxu
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