Sourav Dutta

According to our database, Sourav Dutta authored at least 53 papers between 2010 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

VeNoM: Approximate Subgraph Matching with Enhanced Neighbourhood Structural Information.

Shubhangi Agarwal, Sourav Dutta, Arnab Bhattacharya

Proceedings of the 7th Joint International Conference on Data Science & Management of Data (11th ACM IKDD CODS and 29th COMAD), 2024

2023

Intent Classification by the Use of Automatically Generated Knowledge Graphs.

Mihael Arcan, Sampritha H. Manjunath, Cécile Robin, Ghanshyam Verma, Devishree Pillai, Simon Sarkar, Sourav Dutta, Haytham Assem, John P. McCrae, Paul Buitelaar

Inf., May, 2023

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

Juho Lauri, Sourav Dutta, Marco Grassia, Deepak Ajwani

J. Heuristics, 2023

Improved Vector Quantization For Dense Retrieval with Contrastive Distillation.

James O'Neill, Sourav Dutta

Proceedings of the 46th International ACM SIGIR Conference on Research and Development in Information Retrieval, 2023

Gradient Sparsification For Masked Fine-Tuning of Transformers.

James O'Neill, Sourav Dutta

Proceedings of the International Joint Conference on Neural Networks, 2023

AdaSent: Efficient Domain-Adapted Sentence Embeddings for Few-Shot Classification.

Yongxin Huang, Kexin Wang, Sourav Dutta, Raj Nath Patel, Goran Glavas, Iryna Gurevych

Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing, 2023

Self-Distilled Quantization: Achieving High Compression Rates in Transformer-Based Language Models.

James O'Neill, Sourav Dutta

Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers), 2023

2022

Self-distilled Pruning of Deep Neural Networks.

James O'Neill, Sourav Dutta, Haytham Assem

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2022

Cage: A Hybrid Framework for Closed-Domain Conversational Agents.

Edward Burgin, Sourav Dutta, Haytham Assem, Raj Nath Patel

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2022

Semantic Aware Answer Sentence Selection Using Self-Learning Based Domain Adaptation.

Rajdeep Sarkar, Sourav Dutta, Haytham Assem, Mihael Arcan, John P. McCrae

Proceedings of the KDD '22: The 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, Washington, DC, USA, August 14, 2022

AX-MABSA: A Framework for Extremely Weakly Supervised Multi-label Aspect Based Sentiment Analysis.

Sabyasachi Kamila, Walid Magdy, Sourav Dutta, MingXue Wang

Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing, 2022

Enhanced Sentence Meta-Embeddings for Textual Understanding.

Sourav Dutta, Haytham Assem

Proceedings of the Advances in Information Retrieval, 2022

Multi-Stage Framework with Refinement Based Point Set Registration for Unsupervised Bi-Lingual Word Alignment.

Silviu Vlad Oprea, Sourav Dutta, Haytham Assem

Proceedings of the 29th International Conference on Computational Linguistics, 2022

Aligned Weight Regularizers for Pruning Pretrained Neural Networks.

James O'Neill, Sourav Dutta, Haytham Assem

Proceedings of the Findings of the Association for Computational Linguistics: ACL 2022, 2022

2021

Deep Neural Compression Via Concurrent Pruning and Self-Distillation.

James O'Neill, Sourav Dutta, Haytham Assem

CoRR, 2021

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

Sourav Dutta, Haytham Assem, Edward Burgin

CoRR, 2021

DTAFA: Decoupled Training Architecture for Efficient FAQ Retrieval.

Haytham Assem, Sourav Dutta, Edward Burgin

Proceedings of the 22nd Annual Meeting of the Special Interest Group on Discourse and Dialogue, 2021

Cross-lingual Sentence Embedding using Multi-Task Learning.

Koustava Goswami, Sourav Dutta, Haytham Assem, Theodorus Fransen, John P. McCrae

Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing, 2021

VerSaChI: Finding Statistically Significant Subgraph Matches using Chebyshev's Inequality.

Shubhangi Agarwal, Sourav Dutta, Arnab Bhattacharya

Proceedings of the CIKM '21: The 30th ACM International Conference on Information and Knowledge Management, Virtual Event, Queensland, Australia, November 1, 2021

Efficient Multi-Lingual Sentence Classification Framework with Sentence Meta Encoders.

Raj Nath Patel, Edward Burgin, Haytham Assem, Sourav Dutta

Proceedings of the 2021 IEEE International Conference on Big Data (Big Data), 2021

Mufin: Enriching Semantic Understanding of Sentence Embedding using Dual Tune Framework.

Koustava Goswami, Sourav Dutta, Haytham Assem

Proceedings of the 2021 IEEE International Conference on Big Data (Big Data), 2021

Qasar: Self-Supervised Learning Framework for Extractive Question Answering.

Haytham Assem, Rajdeep Sarkar, Sourav Dutta

Proceedings of the 2021 IEEE International Conference on Big Data (Big Data), 2021

2020

ChiSeL: Graph Similarity Search using Chi-Squared Statistics in Large Probabilistic Graphs.

Shubhangi Agarwal, Sourav Dutta, Arnab Bhattacharya

Proc. VLDB Endow., 2020

Unsupervised Word Translation Pairing using Refinement based Point Set Registration.

Silviu Oprea, Sourav Dutta, Haytham Assem

CoRR, 2020

RADAR: Fast Approximate Reverse Rank Queries.

Sourav Dutta

Proceedings of the Intelligent Systems and Applications, 2020

Towards Quantifying the Distance between Opinions.

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

Proceedings of the Fourteenth International AAAI Conference on Web and Social Media, 2020

2019

Automated assessment of knowledge hierarchy evolution: comparing directed acyclic graphs.

Guruprasad Nayak, Sourav Dutta, Deepak Ajwani, Patrick K. Nicholson, Alessandra Sala

Inf. Retr. J., 2019

Learning Multi-Stage Sparsification for Maximum Clique Enumeration.

Marco Grassia, Juho Lauri, Sourav Dutta, Deepak Ajwani

CoRR, 2019

Finding a Maximum Clique in Dense Graphs via χ2 Statistics.

Sourav Dutta, Juho Lauri

Proceedings of the 28th ACM International Conference on Information and Knowledge Management, 2019

A System for Analysis and Remediation of Attrition.

Neil Brockett, Catriona Clarke, Michele Berlingerio, Sourav Dutta

Proceedings of the 2019 IEEE International Conference on Big Data (IEEE BigData), 2019

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

Juho Lauri, Sourav Dutta

Proceedings of the Thirty-Third AAAI Conference on Artificial Intelligence, 2019

2018

Enriching Taxonomies With Functional Domain Knowledge.

Nikhita Vedula, Patrick K. Nicholson, Deepak Ajwani, Sourav Dutta, Alessandra Sala, Srinivasan Parthasarathy

Proceedings of the 41st International ACM SIGIR Conference on Research & Development in Information Retrieval, 2018

Automated Knowledge Hierarchy Assessment.

Guruprasad Nayak, Sourav Dutta, Deepak Ajwani, Patrick K. Nicholson, Alessandra Sala

Proceedings of the Joint Proceedings of the First International Workshop on Professional Search (ProfS2018); the Second Workshop on Knowledge Graphs and Semantics for Text Retrieval, 2018

Efficient Auto-Generation of Taxonomies for Structured Knowledge Discovery and Organization.

Deepak Ajwani, Sourav Dutta, Patrick K. Nicholson, Luca Maria Aiello, Alessandra Sala

Proceedings of the 29th on Hypertext and Social Media, 2018

ANNOTATE: orgANizing uNstructured cOntenTs viA Topic labEls.

Deepak Ajwani, Bilyana Taneva, Sourav Dutta, Patrick K. Nicholson, Ghasem Heyrani-Nobari, Alessandra Sala

Proceedings of the IEEE International Conference on Big Data (IEEE BigData 2018), 2018

2017

Efficient knowledge management for named entities from text.

Sourav Dutta

PhD thesis, 2017

Credible Review Detection with Limited Information using Consistency Analysis.

Subhabrata Mukherjee, Sourav Dutta, Gerhard Weikum

CoRR, 2017

Neighbor-Aware Search for Approximate Labeled Graph Matching using the Chi-Square Statistics.

Sourav Dutta, Pratik Nayek, Arnab Bhattacharya

Proceedings of the 26th International Conference on World Wide Web, 2017

2016

Credible Review Detection with Limited Information Using Consistency Features.

Subhabrata Mukherjee, Sourav Dutta, Gerhard Weikum

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2016

KOGNAC: Efficient Encoding of Large Knowledge Graphs.

Jacopo Urbani, Sourav Dutta, Sairam Gurajada, Gerhard Weikum

Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence, 2016

2015

Cross-Document Co-Reference Resolution using Sample-Based Clustering with Knowledge Enrichment.

Sourav Dutta, Gerhard Weikum

Trans. Assoc. Comput. Linguistics, 2015

Unsupervised Rank Aggregation using Hierarchical User Similarity Clustering.

Sourav Dutta

Proceedings of the Thirteenth Scandinavian Conference on Artificial Intelligence, 2015

Predictive Caching Framework for Mobile Wireless Networks.

Sourav Dutta, Ankur Narang, Souvik Bhattacherjee, Ananda Swarup Das, Dilip Krishnaswamy

Proceedings of the 16th IEEE International Conference on Mobile Data Management, 2015

C3EL: A Joint Model for Cross-Document Co-Reference Resolution and Entity Linking.

Sourav Dutta, Gerhard Weikum

Proceedings of the 2015 Conference on Empirical Methods in Natural Language Processing, 2015

MIST: Top-k Approximate Sub-string Mining Using Triplet Statistical Significance.

Sourav Dutta

Proceedings of the Advances in Information Retrieval, 2015

2013

Streaming Quotient Filter: A Near Optimal Approximate Duplicate Detection Approach for Data Streams.

Sourav Dutta, Ankur Narang, Suman K. Bera

Proc. VLDB Endow., 2013

2012

CloudMap: Workload-aware placement in private heterogeneous clouds.

Balaji Viswanathan, Akshat Verma, Sourav Dutta

Proceedings of the 2012 IEEE Network Operations and Management Symposium, 2012

Towards "intelligent compression" in streams: a biased reservoir sampling based Bloom filter approach.

Sourav Dutta, Souvik Bhattacherjee, Ankur Narang

Proceedings of the 15th International Conference on Extending Database Technology, 2012

SmartScale: Automatic Application Scaling in Enterprise Clouds.

Sourav Dutta, Sankalp Gera, Akshat Verma, Balaji Viswanathan

Proceedings of the 2012 IEEE Fifth International Conference on Cloud Computing, 2012

2011

Caching Stars in the Sky: A Semantic Caching Approach to Accelerate Skyline Queries.

Arnab Bhattacharya, B. Palvali Teja, Sourav Dutta

Proceedings of the Database and Expert Systems Applications, 2011

2010

Mining Statistically Significant Substrings Based on the Chi-Square Measure

Sourav Dutta, Arnab Bhattacharya

CoRR, 2010

Most Significant Substring Mining Based on Chi-square Measure.

Sourav Dutta, Arnab Bhattacharya

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2010

INSTRUCT - Space-Efficient Structure for Indexing and Complete Query Management of String Databases.

Sourav Dutta, Arnab Bhattacharya

Proceedings of the 16th International Conference on Management of Data, 2010