Machine-Assisted Teaching for Open-Ended Problem Solving: Foundations and Applications

Project Information

TOPS

Grant agreement ID: 101039090

DOI

10.3030/101039090

EC signature date 14 February 2022

Start date 1 April 2022

End date 31 March 2027

Funded under

• European Research Council (ERC)

Total cost

€ 1 495 000,00

EU contribution

€ 1 495 000,00

Coordinated by

MAX-PLANCK-GESELLSCHAFT ZUR FORDERUNG DER WISSENSCHAFTEN EV
Germany

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Publications

Conference proceedings (10)

Informativeness of Reward Functions in Reinforcement Learning

Author(s): Rati Devidze; Parameswaran Kamalaruban; Adish Singla
Published in: Proceedings of the International Conference on Autonomous Agents and Multiagent Systems (AAMAS), 2024
Publisher: ACM
DOI: 10.48550/ARXIV.2402.07019

Proximal Curriculum with Task Correlations for Deep Reinforcement Learning

Author(s): Georgios Tzannetos; Parameswaran Kamalaruban; Adish Singla
Published in: Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI), 2024
Publisher: IJCAI
DOI: 10.48550/ARXIV.2405.02481

Large Language Models for In-Context Student Modeling: Synthesizing Student's Behavior in Visual Programming from One-Shot Observation

Author(s): Manh Hung Nguyen; Sebastian Tschiatschek; Adish Singla
Published in: Proceedings of the International Conference on Educational Data Mining (EDM), 2024
Publisher: International Educational Data Mining Society
DOI: 10.48550/ARXIV.2310.10690

Task Synthesis for Elementary Visual Programming in XLogoOnline Environment

Author(s): Chao Wen; Ahana Ghosh; Jacqueline Staub; Adish Singla
Published in: Proceedings of the International Conference on Artificial Intelligence in Education (AIED) Late-Breaking Results Track, 2024
Publisher: Springer
DOI: 10.48550/ARXIV.2405.02173

Generating High-Precision Feedback for Programming Syntax Errors using Large Language Models

Author(s): Tung Phung; Jose Cambronero; Sumit Gulwani; Tobias Kohn; Rupak Majumdar; Adish Singla; Gustavo Soares
Published in: Proceedings of the International Conference on Educational Data Mining (EDM), 2023
Publisher: International Educational Data Mining Society
DOI: 10.48550/ARXIV.2302.04662

Evaluating ChatGPT and GPT-4 for Visual Programming

Author(s): Adish Singla
Published in: Proceedings of the ACM Conference on International Computing Education Research (ICER) Poster Track, 2023
Publisher: ACM
DOI: 10.48550/ARXIV.2308.02522

Generative AI for Programming Education: Benchmarking ChatGPT, GPT-4, and Human Tutors

Author(s): Tung Phung; Victor-Alexandru Padurean; Jose Cambronero; Sumit Gulwani; Tobias Kohn; Rupak Majumdar; Adish Singla; Gustavo Soares
Published in: Proceedings of the ACM Conference on International Computing Education Research (ICER) Poster Track, 2023
Publisher: ACM
DOI: 10.48550/ARXIV.2306.17156

Analyzing-Evaluating-Creating: Assessing Computational Thinking and Problem Solving in Visual Programming Domains

Author(s): Ahana Ghosh; Liina Malva; Adish Singla
Published in: Proceedings of the ACM Technical Symposium on Computer Science Education (SIGCSE), 2024
Publisher: ACM
DOI: 10.48550/ARXIV.2403.12227

Automating Human Tutor-Style Programming Feedback: Leveraging GPT-4 Tutor Model for Hint Generation and GPT-3.5 Student Model for Hint Validation

Author(s): Tung Phung; Victor-Alexandru Padurean; Anjali Singh; Christopher Brooks; Jose Cambronero; Sumit Gulwani; Adish Singla; Gustavo Soares
Published in: Proceedings of the Learning Analytics and Knowledge Conference (LAK), 2024
Publisher: ACM
DOI: 10.48550/ARXIV.2310.03780

Learning Embeddings for Sequential Tasks Using Population of Agents

Author(s): Mridul Mahajan; Georgios Tzannetos; Goran Radanovic; Adish Singla
Published in: Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI), 2024
Publisher: IJCAI
DOI: 10.48550/ARXIV.2306.03311

Peer reviewed articles (2)

Proximal Curriculum for Reinforcement Learning Agents

Author(s): Georgios Tzannetos; Barbara Gomes Ribeiro; Parameswaran Kamalaruban; Adish Singla
Published in: Transactions on Machine Learning Research (TMLR), 2023, ISSN 2835-8856
Publisher: TMLR
DOI: 10.48550/ARXIV.2304.12877

Neural Task Synthesis for Visual Programming

Author(s): Victor-Alexandru Padurean; Georgios Tzannetos; Adish Singla
Published in: Transactions on Machine Learning Research (TMLR), 2024, ISSN 2835-8856
Publisher: TMLR
DOI: 10.48550/ARXIV.2305.18342