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Sourav Dutta

Saarland University

Deep Neural Compression Via Concurrent Pruning and Self-Distillation


Sep 30, 2021
James O' Neill, Sourav Dutta, Haytham Assem


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[email protected]: North-Germanic Low-Resource Multilingual NMT


Sep 29, 2021
Svetlana Tchistiakova, Jesujoba Alabi, Koel Dutta Chowdhury, Sourav Dutta, Dana Ruiter

* To be published WMT2021 

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Sequence-to-Sequence Learning on Keywords for Efficient FAQ Retrieval


Aug 23, 2021
Sourav Dutta, Haytham Assem, Edward Burgin

* Published at the IJCAI 2021 Workshop on Applied Semantics Extraction and Analytics (ASEA) 
* 6 pages 

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Data-driven reduced order modeling of environmental hydrodynamics using deep autoencoders and neural ODEs


Jul 06, 2021
Sourav Dutta, Peter Rivera-Casillas, Orie M. Cecil, Matthew W. Farthing, Emma Perracchione, Mario Putti

* 16 pages, 7 figures, To Appear in the proceedings of the IXth International Conference on Computational Methods for Coupled Problems in Science and Engineering (COUPLED PROBLEMS 2021), 14-16 June, 2021. arXiv admin note: substantial text overlap with arXiv:2104.13962 

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Neural Ordinary Differential Equations for Data-Driven Reduced Order Modeling of Environmental Hydrodynamics


Apr 22, 2021
Sourav Dutta, Peter Rivera-Casillas, Matthew W. Farthing

* 10 pages, 6 figures, To Appear in Proceedings of AAAI 2021 Spring Symposium on Combining Artificial Intelligence and Machine Learning with Physics Sciences, March 22-24, 2021 

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Neural Sampling Machine with Stochastic Synapse allows Brain-like Learning and Inference


Feb 20, 2021
Sourav Dutta, Georgios Detorakis, Abhishek Khanna, Benjamin Grisafe, Emre Neftci, Suman Datta


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Unsupervised Word Translation Pairing using Refinement based Point Set Registration


Nov 26, 2020
Silviu Oprea, Sourav Dutta, Haytham Assem


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Predictive Probability Path Planning Model For Dynamic Environments


Jul 29, 2020
Sourav Dutta, Tuan Tran, Banafsheh Rekabdar, Chinwe Ekenna


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Towards Quantifying the Distance between Opinions


Jan 27, 2020
Saket Gurukar, Deepak Ajwani, Sourav Dutta, Juho Lauri, Srinivasan Parthasarathy, Alessandra Sala

* Accepted in ICWSM '20 

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Learning fine-grained search space pruning and heuristics for combinatorial optimization


Jan 05, 2020
Juho Lauri, Sourav Dutta, Marco Grassia, Deepak Ajwani

* Integrates three works which appeared at AAAI'19 [arXiv:1902.08455], the DSO workshop at IJCAI'19 [arXiv:1910.00517] and CIKM'19 

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Inherent Weight Normalization in Stochastic Neural Networks


Oct 27, 2019
Georgios Detorakis, Sourav Dutta, Abhishek Khanna, Matthew Jerry, Suman Datta, Emre Neftci


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Whatcha lookin' at? DeepLIFTing BERT's Attention in Question Answering


Oct 14, 2019
Ekaterina Arkhangelskaia, Sourav Dutta

* 6 pages, 13 figures 

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Mapping Supervised Bilingual Word Embeddings from English to low-resource languages


Oct 14, 2019
Sourav Dutta

* 7 pages, 4 tables 

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Learning Multi-Stage Sparsification for Maximum Clique Enumeration


Sep 12, 2019
Marco Grassia, Juho Lauri, Sourav Dutta, Deepak Ajwani

* Appeared at the Data Science Meets Optimization Workshop (DSO) at IJCAI'19 

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Fine-grained Search Space Classification for Hard Enumeration Variants of Subset Problems


Feb 22, 2019
Juho Lauri, Sourav Dutta

* AAAI 2019 

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Credible Review Detection with Limited Information using Consistency Analysis


May 07, 2017
Subhabrata Mukherjee, Sourav Dutta, Gerhard Weikum


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KOGNAC: Efficient Encoding of Large Knowledge Graphs


Jul 10, 2016
Jacopo Urbani, Sourav Dutta, Sairam Gurajada, Gerhard Weikum


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