About

I am a Ph. D student at the Indraprastha Institute of Information Technology (IIIT), Delhi and also an IBM Research Fellow. My academic advisors are Dr. Raghava Mutharaju (IIIT, Delhi) and Dr. Sumit Bhatia (Adobe, India).

My doctoral research focused on developing benchmarks for description logic reasoners, encompassing static, streaming, and neuro-symbolic reasoners. This work has given me extensive expertise in several knowledge graphs and semantic web-related technologies, such as Ontology (OWL 2) Modeling, Conventional Static Reasoning (Tableau and Rule-based reasoners), SPARQL Query Engines, Temporal and Stream Reasoning, and Neuro-Symbolic Reasoning (including KG Completion, Deep-Deductive, and Inductive Reasoning methods). I have also worked on projects exploring non-conventional learning-based methods for efficient reasoning over expressive ontology languages such as OWL 2. My research interests include Machine Learning and Reinforcement Learning.

Prior to joining my Ph. D, I worked as an Assistant Professor at Galgotias College of Engineering and Technology (A. K. T. U) for 2.5 years. I completed my Masters in Computer Science and Engineering with two gold-medals from Aligarh Muslim University (A. M. U), India, 2016 and Bachelors in Computer Engineering from Aligarh Muslim University (A. M. U), India, 2014.

Publications

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  • Conference/Journal Papers

    • Gunjan Singh, Riccardo Tommasini, Sumit Bhatia, Raghava Mutharaju, Genact: An ontology-based temporal web data generator, Neurosymbolic Artificial Intelligence (NAI) Journal (To appear).
    • Gunjan Singh, Udit Arora, Shashikant Kumar, Riccardo Tommasini, Pieter Bonte, Sumit Bhatia, Raghava Mutharaju, Benchmarking Neuro-Symbolic Description Logic Reasoners: Existing Challenges and A Way Forward, 43rd International Conference on Conceptual Modeling, ER 2024, Pittsburgh, Pennsylvania, October 28-31, 2024, Proceedings. Lecture Notes in Computer Science, Springer, 2024 (To appear).
    • Gunjan Singh: Benchmarking Symbolic and Neuro-Symbolic Description Logic Reasoners. Doctoral Consortium, 22nd International Semantic Web Conference (ISWC), 2023 (link)
    • Gunjan Singh, Sumit Bhatia, Raghava Mutharaju, Neuro-Symbolic RDF and Description Logic Reasoners: State-Of-The-Art and Challenges, Neuro-Symbolic Artificial Intelligence: The State of the Art, IOS Press, 2022 (Book Chapter) (link)
    • Gunjan Singh, Sumit Bhatia, Raghava Mutharaju, OWL2Bench: A Benchmark for OWL 2 Reasoners, Accepted at Resources Track, International Semantic Web Conference (ISWC), Virtual Conference, 2020 (pdf)
    • Gunjan Singh, Sutapa Mondal, Sumit Bhatia, Raghava Mutharaju, Neuro-Symbolic Techniques for Description Logic Reasoning, Accepted at Student Abstract, Association for the Advancement of Artificial Intelligence (AAAI), 2020 (pdf)
    • Gunjan Singh, Ashwat Kumar, Kanav Bhagat, Sumit Bhatia, Raghava Mutharaju, OWL2Bench: Towards a Customizable Benchmark for OWL 2 Reasoners, Accepted at Posters Track, International Semantic Web Conference (ISWC), Virtual Conference, 2020 (pdf)
    • Gunjan Singh, Sumit Bhatia, Raghava Mutharaju, A Benchmark for OWL 2 DL Reasoners, Accepted at Young Researchers' Symposium, CODS-COMAD, Hyderabad, 2020 (pdf)
    • Raj Kamal Yadav, Gunjan Singh, Raghava Mutharaju, Sumit Bhatia, Towards a Concurrent Approximate Description Logic Reasoner, Accepted at Posters Track, International Semantic Web Conference (ISWC), Auckland, 2019 (pdf)
  • Proceedings

    • Raghava Mutharaju, Agnieszka Lawrynowicz, Pramit Bhattacharyya, Eva Blomqvist, Luigi Asprino, Gunjan Singh: Proceedings of the 14th Workshop on Ontology Design and Patterns (WOP 2023) co-located with the 22nd International Semantic Web Conference (ISWC 2023), Athens, Greece, November 06, 2023. CEUR Workshop Proceedings 3636, CEUR-WS.org 2024 (link)
    • Debayan Banerjee, Ricardo Usbeck, Nandana Mihindukulasooriya, Gunjan Singh, Raghava Mutharaju, Pavan Kapanipathi: Joint Proceedings of Scholarly QALD 2023 and SemREC 2023 co-located with 22nd International Semantic Web Conference (ISWC), Athens, Greece, November 6-10, 2023. CEUR Workshop Proceedings 3592, CEUR-WS.org 2023 (link)
    • Gunjan Singh, Raghava Mutharaju, Pavan Kapanipathi, Nandana Mihindukulasooriya, Mohnish Dubey, Ricardo Usbeck, Debayan Banerjee: Joint Proceedings of SemREC 2022 and SMART 2022 co-located with 21st International Semantic Web Conference (ISWC), Hybrid event, Hangzhou, China, October 24-27, 2022. CEUR Workshop Proceedings 3337, CEUR-WS.org 2023 (link)
    • Gunjan Singh, Raghava Mutharaju, Pavan Kapanipathi: Proceedings of the Semantic Reasoning Evaluation Challenge (SemREC 2021) co-located with the 20th International Semantic Web Conference (ISWC), Virtual Event, October 27th, 2021. CEUR Workshop Proceedings 3123, CEUR-WS.org 2022 (link)

Projects

  • OWL2Bench

    A customizable benchmark for OWL 2 reasoners. This project focuses on creating various benchmarking scenarios to evaluate the performance of different reasoners.

  • ConfigOWL2Bench

    An extension of OWL2Bench that allows for dynamic configuration of benchmark parameters to tailor testing environments according to specific requirements.

  • GenACT

    An ontology-based temporal web data generator designed to simulate academic conference tweets, providing data for research in temporal reasoning and knowledge graph evolution.

  • Configurable Ontology Generator

    A tool for generating ontologies with customizable parameters to facilitate testing and development of ontology-based applications.

  • TLDR

    A project aimed at developing a tool for summarizing large documents into concise and readable abstracts, making it easier for researchers to grasp key information quickly.

  • ARC

    An advanced reasoning component designed to improve the efficiency and accuracy of knowledge graph reasoning tasks through innovative algorithms and techniques.

Work Experience

Internships

Academic Experience

  • Galgotias College of Engineering and Technology, Greater Noida, Aug 2016 - Dec 2018, Assistant Professor

Activities and Awards

  • Organized Semantic Reasoning Evaluation Challenge (SemREC) colocated with ISWC 2021, 2022, 2023.
  • One of the organizers for the Workshop on Ontology Design and Patterns (WOP), 2023 colocated with ISWC 2023.
  • Sub reviewer for prestigious conferences and workshops, including CIKM 2022, ESWC 2023, ACL 2023, ISWC 2022, ICKG 2022, AAAI 2023, TheWebConf 2023 and NeSy2024
  • Head Teaching Assistant for the Semantic Web Course and Information Retrieval during the Winter Semesters of 2020-2021, 2021-2022 and 2023-24. Responsibilities included evaluating assignments and exams, designing questions, and assisting students in mastering course material.
  • Received 2-year 2020 IBM Research Fellowship
  • Qualified UGC-NET November, 2017
  • Awarded University Postgraduate Gold Medal for securing first rank in M.Tech Computer Science and Engineering 2016, AMU
  • Awarded University Postgraduate Gold Medal for securing first rank in M.Tech (among all branches) 2016, AMU
  • Qualified Graduate Aptitude Test in Engineering (GATE) 2014 with 98.37 percentile

News

  • November 2023: Organizing Committee member for the 14th Workshop on Ontology Design and Patterns (WOP) 2023 at ISWC 2023.
  • November 2023: Attended International Semantic Web Conference (ISWC) 2023
  • November 2023: Organized third edition of Semantic Reasoning Evaluation Challenge (SemREC) 2023 at ISWC 2023
  • November 2023: Got the student grant for ISWC 2023
  • January 2023: Attended Google Research Week 2023
  • January 2023: Attended IBM Neuro-Symbolic AI Workshop 2023
  • December 2022: Attended Asian Conference on Machine Learning (ACML) 2022
  • November 2022: Attended International Semantic Web Conference (ISWC) 2022
  • November 2022: Organized second edition of Semantic Reasoning Evaluation Challenge (SemREC) 2022 at ISWC 2022
  • November 2022: Got the student grant for ISWC 2022
  • July 2022: Attended the ACM-W Grad Cohort 2022
  • September 2021: Attended 34th International Workshop on Description Logics 2021
  • September 2021: Attended Reasoning Web Summer School 2021
  • July 2021: Gave a talk at AICTE ATAL FDP "Advanced Semantic Intelligence: The Way Forward with Artificial Intelligence (Part II) on the topic "Ontology Benchmarking".
  • June 2021: Attended and Volunteered at ESWC 2021
  • April 2021: Organizing Semantic Reasoning Evaluation Challenge (SemREC) at ISWC 2021
  • February 2021: Attended AAAI 2021 and presented my paper “Neuro-Symbolic Techniques for Description Logic Reasoning”.
  • January 2021: Selected as student volunteer for AAAI 2021.
  • January 2021: Attended workshop on Trustworthiness of AI systems and its impact on Society in Developing Nations.
  • November 2020: Paper on “Neuro-Symbolic Techniques for Description Logic Reasoning” accepted as a student abstract at AAAI 2021.
  • November 2020: Attended ISWC 2020 and presented my papers'OWL2Bench: A Benchmark for OWL 2 Reasoners' and 'OWL2Bench: Towards a Customizable Benchmark for OWL 2 Reasoner'.
  • October 2020: Got the student grant for ISWC 2020.
  • September 2020: Paper on 'OWL2Bench: A Benchmark for OWL 2 Reasoners' accepted at the International Semantic Web Conference (ISWC), 2020 Resources Track.
  • September 2020: Paper on 'OWL2Bench: Towards a Customizable Benchmark for OWL 2 Reasoner' accepted at the International Semantic Web Conference (ISWC), 2020 Poster Track.
  • July 2020: Attended the IEEE Signal Processing Society Workshop on Deep Learning and Reinforcement Learning using MATLAB
  • July 2020: Attended the ACM-W Grad Cohort 2020.
  • May 2020: Attended Knowledge Graph Conference 2020.
  • April 2020: Attended Women in Data Science Workshop at ICDE 2020.
  • March 2020: Awarded IBM PhD Fellowship for two years (Aug 2020 - Aug 2022).
  • January 2020: Attended CODS-COMAD 2020 in Hyderabad, India and presented my paper on OWL2Bench: A Benchmark for OWL 2 DL Ontologies.
  • October 2019: Our work 'A Benchmark for OWL 2 DL Reasoners' has been accepted at the Young Researchers' Symposium in CODS-COMAD, 2020 to be held at Hyderabad, India
  • August 2019: Our work 'Towards a Concurrent Approximate Description Logic Reasoner' has been accepted at the Posters Track in ISWC 2019 to be held at Auckland, New Zealand.
  • July 2019: Attended the ACM-W Grad Cohort 2019 held at IIT Delhi, India.
  • June 2019: Attended The Second Summer School on Representation in Artificial Intelligence (RinAI), Jun 6-13, 2019 in IIT Mandi, India.

CV

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