Mukul Singh

Associate Researcher

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Publications

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Semantically Aligned Question and Code Generation for Automated Insight Generation

Ananya Singha, Bhavya Chopra, Anirudh Khatry, Sumit Gulwani, Austin Henley, Vu Le, Chris Parnin, Mukul Singh, Gust Verbruggen

LLM4Code Workshop at ICSE '24 | April 2024

Best Paper

Publication

EmFORE: Learning Email Folder Classification Rules by Demonstration

Mukul Singh, José Cambronero, Sumit Gulwani, Vu Le, Gust Verbruggen

38th Annual AAAI Conference on Artificial Intelligence - Demo Track | March 2024, pp. 23835-23837

Publication DOI Video
Assessing GPT4-V on Structured Reasoning Tasks

Mukul Singh, José Cambronero, Sumit Gulwani, Vu Le, Gust Verbruggen

Preprint | December 2023

Publication Preprint

CODEFUSION: A Pre-trained Diffusion Model for Code Generation

Mukul Singh, José Cambronero, Sumit Gulwani, Vu Le, Gust Verbruggen, Carina Negreanu

EMNLP 2023 | November 2023

Publication Video

TSTR: Target Similarity Tuning Meets the Real World

Anirudh Khatry, Sumit Gulwani, Priyanshu Gupta, Vu Le, Ananya Singha, Mukul Singh, Gust Verbruggen

Findings of EMNLP 2023 | November 2023

Publication Video

EmFore: Online Learning of Email Folder Classification Rules

Mukul Singh, José Cambronero, Sumit Gulwani, Vu Le, Gust Verbruggen

CIKM '23: Proceedings of the 32nd ACM International Conference on Information and Knowledge Management | October 2023

Publication DOI Video

FormaT5: Abstention and Examples for Conditional Table Formatting with Natural Language

Mukul Singh, José Cambronero, Sumit Gulwani, Vu Le, Carina Negreanu, Elnaz Nouri, Mohammad Raza, Gust Verbruggen

50th International Conference on Very Large Data Bases (VLDB 24) | October 2023

Publication

DataVinci: Learning Syntactic and Semantic String Repairs

Mukul Singh, José Cambronero, Sumit Gulwani, Vu Le, Carina Negreanu, Gust Verbruggen

Preprint | August 2023

Publication Preprint

Demonstration of CORNET: Learning Spreadsheet Formatting Rules by Example

Mukul Singh, José Cambronero, Carina Negreanu, Sumit Gulwani, Gust Verbruggen

49th International Conference on Very Large Data Bases - Demo Track | August 2023

Publication DOI Video

From Words to Code: Harnessing Data for Program Synthesis from Natural Language

Anirudh Khatry, Joyce Cahoon, Jordan Henkel, Shaleen Deep, Venkatesh Emani, Avrilia Floratou, Sumit Gulwani, Vu Le, Mohammad Raza, Sherry Shi, Mukul Singh, Ashish Tiwari

May 2023

Publication

Cornet: Learning Table Formatting Rules By Example

Mukul Singh, José Cambronero, Sumit Gulwani, Vu Le, Carina Negreanu, Mohammad Raza, Gust Verbruggen

49th International Conference on Very Large Data Bases | May 2023

Publication DOI Video
Personalized Action Suggestions in Low-Code Automation Platforms

Saksham Gupta, Gust Verbruggen, Mukul Singh, Sumit Gulwani, Vu Le

International Conference on Software Engineering (ICSE) 2023 - Industry Track | December 2022

Publication DOI
Multi-objective Genetic Algorithm Based Deep Learning Model for Automated COVID-19 Detection Using Medical Image Data.

Mukul Singh, Shrey Bansal, Rahul Kumar Dubey, Bijaya Ketan Panigrahi

Journal of Medical and Biological Engineering | September 2021, Vol 41(5): pp. 1-12

DOI PDF Publication Project

Deep Learning Model Based CO2 Emissions Prediction using Vehicle Telematics Sensors Data

Mukul Singh, Rahul Kumar Dubey

IEEE Transactions on Intelligent Transportation Systems | August 2021

DOI Publication
Transfer learning-based ensemble support vector machine model for automated COVID-19 detection using lung computerized tomography scan data.

Mukul Singh, Shrey Bansal, Sakshi Ahuja, Rahul Kumar Dubey, Bijaya Ketan Panigrahi, Nilanjan Dey

Medical & Biological Engineering & Computing | December 2020, Vol 59(4): pp. 825-839

DOI PDF Publication Project

Semantically Aligned Question and Code Generation for Automated Insight Generation

Ananya Singha, Bhavya Chopra, Anirudh Khatry, Sumit Gulwani, Austin Henley, Vu Le, Chris Parnin, Mukul Singh, Gust Verbruggen

LLM4Code Workshop at ICSE '24 | April 2024

Best Paper

Publication

EmFORE: Learning Email Folder Classification Rules by Demonstration

Mukul Singh, José Cambronero, Sumit Gulwani, Vu Le, Gust Verbruggen

38th Annual AAAI Conference on Artificial Intelligence - Demo Track | March 2024, pp. 23835-23837

Publication DOI Video

Assessing GPT4-V on Structured Reasoning Tasks

Mukul Singh, José Cambronero, Sumit Gulwani, Vu Le, Gust Verbruggen

Preprint | December 2023

Publication Preprint

TSTR: Target Similarity Tuning Meets the Real World

Anirudh Khatry, Sumit Gulwani, Priyanshu Gupta, Vu Le, Ananya Singha, Mukul Singh, Gust Verbruggen

Findings of EMNLP 2023 | November 2023

Publication Video

CODEFUSION: A Pre-trained Diffusion Model for Code Generation

Mukul Singh, José Cambronero, Sumit Gulwani, Vu Le, Gust Verbruggen, Carina Negreanu

EMNLP 2023 | November 2023

Publication Video

FormaT5: Abstention and Examples for Conditional Table Formatting with Natural Language

Mukul Singh, José Cambronero, Sumit Gulwani, Vu Le, Carina Negreanu, Elnaz Nouri, Mohammad Raza, Gust Verbruggen

50th International Conference on Very Large Data Bases (VLDB 24) | October 2023

Publication

EmFore: Online Learning of Email Folder Classification Rules

Mukul Singh, José Cambronero, Sumit Gulwani, Vu Le, Gust Verbruggen

CIKM '23: Proceedings of the 32nd ACM International Conference on Information and Knowledge Management | October 2023

Publication DOI Video

DataVinci: Learning Syntactic and Semantic String Repairs

Mukul Singh, José Cambronero, Sumit Gulwani, Vu Le, Carina Negreanu, Gust Verbruggen

Preprint | August 2023

Publication Preprint

Demonstration of CORNET: Learning Spreadsheet Formatting Rules by Example

Mukul Singh, José Cambronero, Carina Negreanu, Sumit Gulwani, Gust Verbruggen

49th International Conference on Very Large Data Bases - Demo Track | August 2023

Publication DOI Video

From Words to Code: Harnessing Data for Program Synthesis from Natural Language

Anirudh Khatry, Joyce Cahoon, Jordan Henkel, Shaleen Deep, Venkatesh Emani, Avrilia Floratou, Sumit Gulwani, Vu Le, Mohammad Raza, Sherry Shi, Mukul Singh, Ashish Tiwari

May 2023

Publication

Cornet: Learning Table Formatting Rules By Example

Mukul Singh, José Cambronero, Sumit Gulwani, Vu Le, Carina Negreanu, Mohammad Raza, Gust Verbruggen

49th International Conference on Very Large Data Bases | May 2023

Publication DOI Video

Personalized Action Suggestions in Low-Code Automation Platforms

Saksham Gupta, Gust Verbruggen, Mukul Singh, Sumit Gulwani, Vu Le

International Conference on Software Engineering (ICSE) 2023 - Industry Track | December 2022

Publication DOI

Multi-objective Genetic Algorithm Based Deep Learning Model for Automated COVID-19 Detection Using Medical Image Data.

Mukul Singh, Shrey Bansal, Rahul Kumar Dubey, Bijaya Ketan Panigrahi

Journal of Medical and Biological Engineering | September 2021, Vol 41(5): pp. 1-12

DOI PDF Publication Project

Deep Learning Model Based CO2 Emissions Prediction using Vehicle Telematics Sensors Data

Mukul Singh, Rahul Kumar Dubey

IEEE Transactions on Intelligent Transportation Systems | August 2021

DOI Publication

Transfer learning-based ensemble support vector machine model for automated COVID-19 detection using lung computerized tomography scan data.

Mukul Singh, Shrey Bansal, Sakshi Ahuja, Rahul Kumar Dubey, Bijaya Ketan Panigrahi, Nilanjan Dey

Medical & Biological Engineering & Computing | December 2020, Vol 59(4): pp. 825-839

DOI PDF Publication Project
EmFORE: Learning Email Folder Classification Rules by Demonstration

Mukul Singh, José Cambronero, Sumit Gulwani, Vu Le, Gust Verbruggen

38th Annual AAAI Conference on Artificial Intelligence - Demo Track | March 2024, pp. 23835-23837

Publication DOI Video

Assessing GPT4-V on Structured Reasoning Tasks

Mukul Singh, José Cambronero, Sumit Gulwani, Vu Le, Gust Verbruggen

Preprint | December 2023

Publication Preprint

FormaT5: Abstention and Examples for Conditional Table Formatting with Natural Language

Mukul Singh, José Cambronero, Sumit Gulwani, Vu Le, Carina Negreanu, Elnaz Nouri, Mohammad Raza, Gust Verbruggen

50th International Conference on Very Large Data Bases (VLDB 24) | October 2023

Publication

DataVinci: Learning Syntactic and Semantic String Repairs

Mukul Singh, José Cambronero, Sumit Gulwani, Vu Le, Carina Negreanu, Gust Verbruggen

Preprint | August 2023

Publication Preprint

Demonstration of CORNET: Learning Spreadsheet Formatting Rules by Example

Mukul Singh, José Cambronero, Carina Negreanu, Sumit Gulwani, Gust Verbruggen

49th International Conference on Very Large Data Bases - Demo Track | August 2023

Publication DOI Video

Cornet: Learning Table Formatting Rules By Example

Mukul Singh, José Cambronero, Sumit Gulwani, Vu Le, Carina Negreanu, Mohammad Raza, Gust Verbruggen

49th International Conference on Very Large Data Bases | May 2023

Publication DOI Video
EmFORE: Learning Email Folder Classification Rules by Demonstration

Mukul Singh, José Cambronero, Sumit Gulwani, Vu Le, Gust Verbruggen

38th Annual AAAI Conference on Artificial Intelligence - Demo Track | March 2024, pp. 23835-23837

Publication DOI Video

Assessing GPT4-V on Structured Reasoning Tasks

Mukul Singh, José Cambronero, Sumit Gulwani, Vu Le, Gust Verbruggen

Preprint | December 2023

Publication Preprint

TSTR: Target Similarity Tuning Meets the Real World

Anirudh Khatry, Sumit Gulwani, Priyanshu Gupta, Vu Le, Ananya Singha, Mukul Singh, Gust Verbruggen

Findings of EMNLP 2023 | November 2023

Publication Video

FormaT5: Abstention and Examples for Conditional Table Formatting with Natural Language

Mukul Singh, José Cambronero, Sumit Gulwani, Vu Le, Carina Negreanu, Elnaz Nouri, Mohammad Raza, Gust Verbruggen

50th International Conference on Very Large Data Bases (VLDB 24) | October 2023

Publication

EmFore: Online Learning of Email Folder Classification Rules

Mukul Singh, José Cambronero, Sumit Gulwani, Vu Le, Gust Verbruggen

CIKM '23: Proceedings of the 32nd ACM International Conference on Information and Knowledge Management | October 2023

Publication DOI Video

DataVinci: Learning Syntactic and Semantic String Repairs

Mukul Singh, José Cambronero, Sumit Gulwani, Vu Le, Carina Negreanu, Gust Verbruggen

Preprint | August 2023

Publication Preprint

Demonstration of CORNET: Learning Spreadsheet Formatting Rules by Example

Mukul Singh, José Cambronero, Carina Negreanu, Sumit Gulwani, Gust Verbruggen

49th International Conference on Very Large Data Bases - Demo Track | August 2023

Publication DOI Video

From Words to Code: Harnessing Data for Program Synthesis from Natural Language

Anirudh Khatry, Joyce Cahoon, Jordan Henkel, Shaleen Deep, Venkatesh Emani, Avrilia Floratou, Sumit Gulwani, Vu Le, Mohammad Raza, Sherry Shi, Mukul Singh, Ashish Tiwari

May 2023

Publication

Cornet: Learning Table Formatting Rules By Example

Mukul Singh, José Cambronero, Sumit Gulwani, Vu Le, Carina Negreanu, Mohammad Raza, Gust Verbruggen

49th International Conference on Very Large Data Bases | May 2023

Publication DOI Video

Personalized Action Suggestions in Low-Code Automation Platforms

Saksham Gupta, Gust Verbruggen, Mukul Singh, Sumit Gulwani, Vu Le

International Conference on Software Engineering (ICSE) 2023 - Industry Track | December 2022

Publication DOI

EmFORE: Learning Email Folder Classification Rules by Demonstration

Mukul Singh, José Cambronero, Sumit Gulwani, Vu Le, Gust Verbruggen

38th Annual AAAI Conference on Artificial Intelligence - Demo Track | March 2024, pp. 23835-23837

Publication DOI Video

Assessing GPT4-V on Structured Reasoning Tasks

Mukul Singh, José Cambronero, Sumit Gulwani, Vu Le, Gust Verbruggen

Preprint | December 2023

Publication Preprint

DataVinci: Learning Syntactic and Semantic String Repairs

Mukul Singh, José Cambronero, Sumit Gulwani, Vu Le, Carina Negreanu, Gust Verbruggen

Preprint | August 2023

Publication Preprint

Multi-objective Genetic Algorithm Based Deep Learning Model for Automated COVID-19 Detection Using Medical Image Data.

Mukul Singh, Shrey Bansal, Rahul Kumar Dubey, Bijaya Ketan Panigrahi

Journal of Medical and Biological Engineering | September 2021, Vol 41(5): pp. 1-12

DOI PDF Publication Project

Deep Learning Model Based CO2 Emissions Prediction using Vehicle Telematics Sensors Data

Mukul Singh, Rahul Kumar Dubey

IEEE Transactions on Intelligent Transportation Systems | August 2021

DOI Publication

Transfer learning-based ensemble support vector machine model for automated COVID-19 detection using lung computerized tomography scan data.

Mukul Singh, Shrey Bansal, Sakshi Ahuja, Rahul Kumar Dubey, Bijaya Ketan Panigrahi, Nilanjan Dey

Medical & Biological Engineering & Computing | December 2020, Vol 59(4): pp. 825-839

DOI PDF Publication Project
Semantically Aligned Question and Code Generation for Automated Insight Generation

Ananya Singha, Bhavya Chopra, Anirudh Khatry, Sumit Gulwani, Austin Henley, Vu Le, Chris Parnin, Mukul Singh, Gust Verbruggen

LLM4Code Workshop at ICSE '24 | April 2024

Best Paper

Publication

TSTR: Target Similarity Tuning Meets the Real World

Anirudh Khatry, Sumit Gulwani, Priyanshu Gupta, Vu Le, Ananya Singha, Mukul Singh, Gust Verbruggen

Findings of EMNLP 2023 | November 2023

Publication Video

CODEFUSION: A Pre-trained Diffusion Model for Code Generation

Mukul Singh, José Cambronero, Sumit Gulwani, Vu Le, Gust Verbruggen, Carina Negreanu

EMNLP 2023 | November 2023

Publication Video

FormaT5: Abstention and Examples for Conditional Table Formatting with Natural Language

Mukul Singh, José Cambronero, Sumit Gulwani, Vu Le, Carina Negreanu, Elnaz Nouri, Mohammad Raza, Gust Verbruggen

50th International Conference on Very Large Data Bases (VLDB 24) | October 2023

Publication

EmFore: Online Learning of Email Folder Classification Rules

Mukul Singh, José Cambronero, Sumit Gulwani, Vu Le, Gust Verbruggen

CIKM '23: Proceedings of the 32nd ACM International Conference on Information and Knowledge Management | October 2023

Publication DOI Video

Demonstration of CORNET: Learning Spreadsheet Formatting Rules by Example

Mukul Singh, José Cambronero, Carina Negreanu, Sumit Gulwani, Gust Verbruggen

49th International Conference on Very Large Data Bases - Demo Track | August 2023

Publication DOI Video

Cornet: Learning Table Formatting Rules By Example

Mukul Singh, José Cambronero, Sumit Gulwani, Vu Le, Carina Negreanu, Mohammad Raza, Gust Verbruggen

49th International Conference on Very Large Data Bases | May 2023

Publication DOI Video

Personalized Action Suggestions in Low-Code Automation Platforms

Saksham Gupta, Gust Verbruggen, Mukul Singh, Sumit Gulwani, Vu Le

International Conference on Software Engineering (ICSE) 2023 - Industry Track | December 2022

Publication DOI
From Words to Code: Harnessing Data for Program Synthesis from Natural Language

Anirudh Khatry, Joyce Cahoon, Jordan Henkel, Shaleen Deep, Venkatesh Emani, Avrilia Floratou, Sumit Gulwani, Vu Le, Mohammad Raza, Sherry Shi, Mukul Singh, Ashish Tiwari

May 2023

Publication