Publications
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Is Disentanglement enough? On Latent Representations for Controllable Music Generation
Ashis Pati, Alexander Lerch
22nd International Society for Music Information Retrieval Conference (ISMIR); Online; 2021.@inproceedings{pati2021disentanglement, address = {Online}, author = {Pati, Ashis and Lerch, Alexander}, booktitle = {22nd International Society for Music Information Retrieval Conference (ISMIR)}, title = {Is Disentanglement enough? On Latent Representations for Controllable Music Generation}, year = {2021} }
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An Interdisciplinary Review of Music Performance Analysis
Alexander Lerch, Claire Arthur, Ashis Pati, Siddharth Gururani
Transactions of the International Society for Music Information Retrieval, 3(1), p.221--245; 2020.@article{lerch2020interdisMPA, author = {Lerch, Alexander and Arthur, Claire and Pati, Ashis and Gururani, Siddharth}, doi = {10.5334/tismir.53}, journal = {Transactions of the International Society for Music Information Retrieval}, number = {1}, pages = {221--245}, title = {{An Interdisciplinary Review of Music Performance Analysis}}, url = {http://doi.org/10.5334/tismir.53}, volume = {3}, year = {2020} }
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Attribute-based Regularization of Latent Spaces for Variational Auto-Encoders
Ashis Pati, Alexander Lerch
Neural Computing and Applications; 2020.@article{pati2020arvae, author = {Pati, Ashis and Lerch, Alexander}, doi = {10.1007/s00521-020-05270-2}, issn = {1433-3058}, journal = {Neural Computing and Applications}, title = {{Attribute-based Regularization of Latent Spaces for Variational Auto-Encoders}}, url = {https://doi.org/10.1007/s00521-020-05270-2}, year = {2020} }
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dMelodies: A Music Dataset for Disentanglement Learning
Ashis Pati, Siddharth Gururani, Alexander Lerch
21st International Society for Music Information Retrieval Conference (ISMIR); Montréal, Canada; 2020.@inproceedings{pati2020dmelodies, address = {Montréal, Canada}, author = {Pati, Ashis and Gururani, Siddharth and Lerch, Alexander}, booktitle = {21st International Society for Music Information Retrieval Conference (ISMIR)}, title = {dMelodies: A Music Dataset for Disentanglement Learning}, year = {2020} }
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Score-informed Networks for Music Performance Assessment
Jiawen Huang, Yun-Ning Hung, Ashis Pati, Siddharth Gururani, Alexander Lerch
21st International Society for Music Information Retrieval Conference (ISMIR); Montréal, Canada; 2020.@inproceedings{huang_score-informed_2020, address = {Montréal, Canada}, author = {Huang, Jiawen and Hung, Yun-Ning and Pati, Ashis and Gururani, Siddharth and Lerch, Alexander}, booktitle = {21st International Society for Music Information Retrieval Conference (ISMIR)}, title = {Score-informed Networks for Music Performance Assessment}, year = {2020} }
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Learning to Traverse Latent Spaces for Musical Score Inpainting
Ashis Pati, Alexander Lerch, Gaëtan Hadjeres
20th International Society for Music Information Retrieval Conference (ISMIR); Delft, The Netherlands; 2019.@inproceedings{pati19learning-traversal, address = {Delft, The Netherlands}, author = {Pati, Ashis and Lerch, Alexander and Hadjeres, Gaëtan}, booktitle = {20th International Society for Music Information Retrieval Conference (ISMIR)}, title = {Learning to Traverse Latent Spaces for Musical Score Inpainting}, year = {2019} }
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Music Performance Analysis: A Survey
Alexander Lerch, Claire Arthur, Ashis Pati, Siddharth Gururani
20th International Society for Music Information Retrieval Conference (ISMIR); Delft, The Netherlands; 2019.@inproceedings{lerch19mpa, address = {Delft, The Netherlands}, author = {Lerch, Alexander and Arthur, Claire and Pati, Ashis and Gururani, Siddharth}, booktitle = {20th International Society for Music Information Retrieval Conference (ISMIR)}, title = {Music Performance Analysis: A Survey}, year = {2019} }
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Latent Space Regularization for Explicit Control of Musical Attributes
Ashis Pati, Alexander Lerch
ICML Workshop on Machine Learning for Music Discovery Workshop (ML4MD), Extended Abstract; Long Beach, CA, USA; 2019.@inproceedings{pati19latent-reg, address = {Long Beach, CA, USA}, author = {Pati, Ashis and Lerch, Alexander}, booktitle = {ICML Workshop on Machine Learning for Music Discovery Workshop (ML4MD), Extended Abstract}, title = {Latent Space Regularization for Explicit Control of Musical Attributes}, year = {2019} }
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Explicitly conditioned melody generation: A case study with interdependent RNNs
Benjamin Genchel, Ashis Pati, Alexander Lerch
7th International Workshop on Musical Metacreation (MUME); Charlotte, NC, USA; 2019.@inproceedings{genchel19explicit-cond, address = {Charlotte, NC, USA}, author = {Genchel, Benjamin and Pati, Ashis and Lerch, Alexander}, booktitle = {7th International Workshop on Musical Metacreation (MUME)}, title = {Explicitly conditioned melody generation: A case study with interdependent RNNs}, year = {2019} }
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A model-agnostic web interface for interactive music composition by inpainting
Théis Bazin, Ashis Pati, Gaëtan Hadjeres
Neural Information Processing Systems (NeurIPS); Demonstration Track; Montréal, Canada; 2018.@misc{hadjeres18agnostic, address = {Montréal, Canada}, author = {Bazin, Théis and Pati, Ashis and Hadjeres, Gaëtan}, howpublished = {Neural Information Processing Systems (NeurIPS)}, note = {Demonstration Track}, title = {A model-agnostic web interface for interactive music composition by inpainting}, year = {2018} }
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Analysis of Objective Descriptors for Music Performance Assessment
Siddharth Gururani, Ashis Pati, Alexander Lerch
International Conference on Music Perception and Cognition (ICMPC); Montréal, Canada; 2018.@inproceedings{gururani18analysis, address = {Montréal, Canada}, author = {Gururani, Siddharth and Pati, Ashis and Lerch, Alexander}, booktitle = {International Conference on Music Perception and Cognition (ICMPC)}, title = {Analysis of Objective Descriptors for Music Performance Assessment}, year = {2018} }
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Assessment of Student Music Performances Using Deep Neural Networks
Ashis Pati, Siddharth Gururani, Alexander Lerch
Applied Sciences, 8(4), p.507; 2018.@article{pati2018assessment, author = {Pati, Ashis and Gururani, Siddharth and Lerch, Alexander}, journal = {Applied Sciences}, number = {4}, pages = {507}, publisher = {Multidisciplinary Digital Publishing Institute}, title = {Assessment of Student Music Performances Using Deep Neural Networks}, volume = {8}, year = {2018} }
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A Dataset and Method for Electric Guitar Solo Detection in Rock Music
Ashis Pati, Alexander Lerch
AES International Conference on Semantic Audio; Erlangen, Germany; 2017.@inproceedings{pati17guitarsolo, address = {Erlangen, Germany}, author = {Pati, Ashis and Lerch, Alexander}, booktitle = {AES International Conference on Semantic Audio}, organization = {Audio Engineering Society}, title = {A Dataset and Method for Electric Guitar Solo Detection in Rock Music}, year = {2017} }
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Towards the Objective Assessment of Music Performances
Chih-Wei Wu, Siddharth Gururani, Christopher Laguna, Ashis Pati, Amruta Vidwans, Alexander Lerch
International Conference on Music Perception and Cognition (ICMPC); San Francisco, USA; 2016.@inproceedings{wu16towards, address = {San Francisco, USA}, author = {Wu, Chih-Wei and Gururani, Siddharth and Laguna, Christopher and Pati, Ashis and Vidwans, Amruta and Lerch, Alexander}, booktitle = {International Conference on Music Perception and Cognition (ICMPC)}, pages = {99--103}, title = {Towards the Objective Assessment of Music Performances}, year = {2016} }
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A NSGA-II based approach for camera placement problem in large scale surveillance application
Ankit Gupta, Ashis Pati, Venkatesh K Subramanian
IEEE International Conference on Intelligent and Advanced Systems (ICIAS); Kualalumpur, Malaysia; 2012.@inproceedings{gupta12nsga, address = {Kualalumpur, Malaysia}, author = {Gupta, Ankit and Pati, Ashis and Subramanian, Venkatesh K}, booktitle = {IEEE International Conference on Intelligent and Advanced Systems (ICIAS)}, organization = {IEEE}, pages = {347--352}, title = {A NSGA-II based approach for camera placement problem in large scale surveillance application}, volume = {1}, year = {2012} }