Sourav Dutta

ORCID

Publication Activity (10 Years)

Years Active: 2010-2024
Publications (10 Years): 41

Top Venues

Saarland University, Saarbrücken, Germany (PHD)

Education History

Saarland University, Saarbrücken, Germany

PHD

Publications

Hossam M. Zawbaa, Wael Rashwan, Sourav Dutta, Haytham Assem
Improved Out-of-Scope Intent Classification with Dual Encoding and Threshold-based Re-Classification. LREC/COLING (2024)
Hossam M. Zawbaa, Wael Rashwan, Sourav Dutta, Haytham Assem
Improved Out-of-Scope Intent Classification with Dual Encoding and Threshold-based Re-Classification. CoRR (2024)
Shubhangi Agarwal, Sourav Dutta, Arnab Bhattacharya
VeNoM: Approximate Subgraph Matching with Enhanced Neighbourhood Structural Information. COMAD/CODS (2024)
James O'Neill, Sourav Dutta
Self-Distilled Quantization: Achieving High Compression Rates in Transformer-Based Language Models. ACL (2) (2023)
James O'Neill, Sourav Dutta
Gradient Sparsification For Masked Fine-Tuning of Transformers. CoRR (2023)
Yongxin Huang, Kexin Wang, Sourav Dutta, Raj Nath Patel, Goran Glavas, Iryna Gurevych
AdaSent: Efficient Domain-Adapted Sentence Embeddings for Few-Shot Classification. EMNLP (2023)
Mihael Arcan, Sampritha H. Manjunath, Cécile Robin, Ghanshyam Verma, Devishree Pillai, Simon Sarkar, Sourav Dutta, Haytham Assem, John P. McCrae, Paul Buitelaar
Intent Classification by the Use of Automatically Generated Knowledge Graphs. Inf. 14 (5) (2023)
James O'Neill, Sourav Dutta
Gradient Sparsification For Masked Fine-Tuning of Transformers. IJCNN (2023)
James O'Neill, Sourav Dutta
Improved Vector Quantization For Dense Retrieval with Contrastive Distillation. SIGIR (2023)
James O'Neill, Sourav Dutta
Self-Distilled Quantization: Achieving High Compression Rates in Transformer-Based Language Models. CoRR (2023)
Yongxin Huang, Kexin Wang, Sourav Dutta, Raj Nath Patel, Goran Glavas, Iryna Gurevych
AdaSent: Efficient Domain-Adapted Sentence Embeddings for Few-Shot Classification. CoRR (2023)
Juho Lauri, Sourav Dutta, Marco Grassia, Deepak Ajwani
Learning fine-grained search space pruning and heuristics for combinatorial optimization. J. Heuristics 29 (2) (2023)
James O'Neill, Sourav Dutta, Haytham Assem
Self-distilled Pruning of Deep Neural Networks. ECML/PKDD (2) (2022)
Silviu Vlad Oprea, Sourav Dutta, Haytham Assem
Multi-Stage Framework with Refinement Based Point Set Registration for Unsupervised Bi-Lingual Word Alignment. COLING (2022)
Sourav Dutta, Haytham Assem
Enhanced Sentence Meta-Embeddings for Textual Understanding. ECIR (2) (2022)
Edward Burgin, Sourav Dutta, Haytham Assem, Raj Nath Patel
Cage: A Hybrid Framework for Closed-Domain Conversational Agents. ECML/PKDD (6) (2022)
James O'Neill, Sourav Dutta, Haytham Assem
Aligned Weight Regularizers for Pruning Pretrained Neural Networks. ACL (Findings) (2022)
James O'Neill, Sourav Dutta, Haytham Assem
Aligned Weight Regularizers for Pruning Pretrained Neural Networks. CoRR (2022)
Rajdeep Sarkar, Sourav Dutta, Haytham Assem, Mihael Arcan, John P. McCrae
Semantic Aware Answer Sentence Selection Using Self-Learning Based Domain Adaptation. KDD (2022)
Shubhangi Agarwal, Sourav Dutta, Arnab Bhattacharya
VerSaChI: Finding Statistically Significant Subgraph Matches using Chebyshev's Inequality. CoRR (2021)
Shubhangi Agarwal, Sourav Dutta, Arnab Bhattacharya
VerSaChI: Finding Statistically Significant Subgraph Matches using Chebyshev's Inequality. CIKM (2021)
Shubhangi Agarwal, Sourav Dutta, Arnab Bhattacharya
ChiSeL: Graph Similarity Search using Chi-Squared Statistics in Large Probabilistic Graphs. Proc. VLDB Endow. 13 (10) (2020)
Sourav Dutta
RADAR: Fast Approximate Reverse Rank Queries. IntelliSys (3) (2020)
Juho Lauri, Sourav Dutta, Marco Grassia, Deepak Ajwani
Learning fine-grained search space pruning and heuristics for combinatorial optimization. CoRR (2020)
Saket Gurukar, Deepak Ajwani, Sourav Dutta, Juho Lauri, Srinivasan Parthasarathy, Alessandra Sala
Towards Quantifying the Distance between Opinions. CoRR (2020)
Saket Gurukar, Deepak Ajwani, Sourav Dutta, Juho Lauri, Srinivasan Parthasarathy, Alessandra Sala
Towards Quantifying the Distance between Opinions. ICWSM (2020)
Neil Brockett, Catriona Clarke, Michele Berlingerio, Sourav Dutta
A System for Analysis and Remediation of Attrition. IEEE BigData (2019)
Juho Lauri, Sourav Dutta
Fine-Grained Search Space Classification for Hard Enumeration Variants of Subset Problems. AAAI (2019)
Sourav Dutta, Juho Lauri
Finding a Maximum Clique in Dense Graphs via χ2 Statistics. CIKM (2019)
Marco Grassia, Juho Lauri, Sourav Dutta, Deepak Ajwani
Learning Multi-Stage Sparsification for Maximum Clique Enumeration. CoRR (2019)
Juho Lauri, Sourav Dutta
Fine-grained Search Space Classification for Hard Enumeration Variants of Subset Problems. CoRR (2019)
Guruprasad Nayak, Sourav Dutta, Deepak Ajwani, Patrick K. Nicholson, Alessandra Sala
Automated assessment of knowledge hierarchy evolution: comparing directed acyclic graphs. Inf. Retr. J. 22 (3-4) (2019)
Guruprasad Nayak, Sourav Dutta, Deepak Ajwani, Patrick K. Nicholson, Alessandra Sala
Automated Knowledge Hierarchy Assessment. ProfS/KG4IR/Data:Search@SIGIR (2018)
Deepak Ajwani, Sourav Dutta, Patrick K. Nicholson, Luca Maria Aiello, Alessandra Sala
Efficient Auto-Generation of Taxonomies for Structured Knowledge Discovery and Organization. HT (2018)
Nikhita Vedula, Patrick K. Nicholson, Deepak Ajwani, Sourav Dutta, Alessandra Sala, Srinivasan Parthasarathy
Enriching Taxonomies With Functional Domain Knowledge. SIGIR (2018)
Deepak Ajwani, Bilyana Taneva, Sourav Dutta, Patrick K. Nicholson, Ghasem Heyrani-Nobari, Alessandra Sala
ANNOTATE: orgANizing uNstructured cOntenTs viA Topic labEls. IEEE BigData (2018)
Sourav Dutta, Pratik Nayek, Arnab Bhattacharya
Neighbor-Aware Search for Approximate Labeled Graph Matching using the Chi-Square Statistics. WWW (2017)
Subhabrata Mukherjee, Sourav Dutta, Gerhard Weikum
Credible Review Detection with Limited Information using Consistency Analysis. CoRR (2017)
Jacopo Urbani, Sourav Dutta, Sairam Gurajada, Gerhard Weikum
KOGNAC: Efficient Encoding of Large Knowledge Graphs. CoRR (2016)
Subhabrata Mukherjee, Sourav Dutta, Gerhard Weikum
Credible Review Detection with Limited Information Using Consistency Features. ECML/PKDD (2) (2016)
Jacopo Urbani, Sourav Dutta, Sairam Gurajada, Gerhard Weikum
KOGNAC: Efficient Encoding of Large Knowledge Graphs. IJCAI (2016)
Sourav Dutta
Unsupervised Rank Aggregation using Hierarchical User Similarity Clustering. SCAI (2015)
Sourav Dutta, Gerhard Weikum
C3EL: A Joint Model for Cross-Document Co-Reference Resolution and Entity Linking. EMNLP (2015)
Sourav Dutta, Gerhard Weikum
Cross-Document Co-Reference Resolution using Sample-Based Clustering with Knowledge Enrichment. Trans. Assoc. Comput. Linguistics 3 (2015)
Sourav Dutta, Ankur Narang, Souvik Bhattacherjee, Ananda Swarup Das, Dilip Krishnaswamy
Predictive Caching Framework for Mobile Wireless Networks. MDM (1) (2015)
Sourav Dutta, Ankur Narang, Suman K. Bera
Streaming Quotient Filter: A Near Optimal Approximate Duplicate Detection Approach for Data Streams. Proc. VLDB Endow. 6 (8) (2013)
Sourav Dutta, Souvik Bhattacherjee, Ankur Narang
Towards "intelligent compression" in streams: a biased reservoir sampling based Bloom filter approach. EDBT (2012)
Sourav Dutta, Sankalp Gera, Akshat Verma, Balaji Viswanathan
SmartScale: Automatic Application Scaling in Enterprise Clouds. IEEE CLOUD (2012)
Sourav Dutta, Arnab Bhattacharya
INSTRUCT: Space-Efficient Structure for Indexing and Complete Query Management of String Databases CoRR (2012)
Balaji Viswanathan, Akshat Verma, Sourav Dutta
CloudMap: Workload-aware placement in private heterogeneous clouds. NOMS (2012)
Arnab Bhattacharya, B. Palvali Teja, Sourav Dutta
Caching Stars in the Sky: A Semantic Caching Approach to Accelerate Skyline Queries. DEXA (2) (2011)
Arnab Bhattacharya, B. Palvali Teja, Sourav Dutta
Caching Stars in the Sky: A Semantic Caching Approach to Accelerate Skyline Queries CoRR (2011)
Sourav Dutta, Arnab Bhattacharya
Most Significant Substring Mining Based on Chi-square Measure. PAKDD (1) (2010)
Sourav Dutta, Arnab Bhattacharya
Mining Statistically Significant Substrings Based on the Chi-Square Measure CoRR (2010)
Sourav Dutta, Arnab Bhattacharya
INSTRUCT - Space-Efficient Structure for Indexing and Complete Query Management of String Databases. COMAD (2010)

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Publication Activity (10 Years)

Top Topics

Top Venues

Sourav Dutta