A. Singla

Most-cited papers

Generative AI for Programming Education: Benchmarking ChatGPT, GPT-4, and Human Tutors
Tung Phung, Victor-Alexandru Pădurean, J. Cambronero, Sumit Gulwani +4 more
2023International Computing Education Research Workshop163 citations
Semantic Scholar
Policy Teaching via Environment Poisoning: Training-time Adversarial Attacks against Reinforcement Learning
Amin Rakhsha, Goran Radanovic, Rati Devidze, Xiao-Jin Zhu +1 more
2020International Conference on Machine Learning153 citations
Semantic Scholar
Exploration-Guided Reward Shaping for Reinforcement Learning under Sparse Rewards
Rati Devidze, P. Kamalaruban, A. Singla
2022Neural Information Processing Systems122 citations
Semantic Scholar
Automating Human Tutor-Style Programming Feedback: Leveraging GPT-4 Tutor Model for Hint Generation and GPT-3.5 Student Model for Hint Validation
Tung Phung, Victor-Alexandru Pădurean, Anjali Singh, Christopher Brooks +4 more
2023International Conference on Learning Analytics and Knowledge105 citations Open access
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Generating High-Precision Feedback for Programming Syntax Errors using Large Language Models
Tung Phung, J. Cambronero, Sumit Gulwani, Tobias Kohn +3 more
2023Educational Data Mining70 citations Open access
Semantic Scholar
Explicable Reward Design for Reinforcement Learning Agents
Rati Devidze, Goran Radanovic, P. Kamalaruban, A. Singla
2021Neural Information Processing Systems60 citations
Semantic Scholar
Task-agnostic Exploration in Reinforcement Learning
Xuezhou Zhang, Yu-Zhe Ma, A. Singla
2020Neural Information Processing Systems56 citations
Semantic Scholar
Reinforcement Learning for Education: Opportunities and Challenges
A. Singla, Anna N. Rafferty, Goran Radanovic, N. Heffernan
2021arXiv.org54 citations
Semantic Scholar
Reward Poisoning in Reinforcement Learning: Attacks Against Unknown Learners in Unknown Environments
Amin Rakhsha, Xuezhou Zhang, Xiao-Jin Zhu, A. Singla
2021arXiv.org48 citations
Semantic Scholar
Generative AI for Education (GAIED): Advances, Opportunities, and Challenges
Paul Denny, Sumit Gulwani, Neil T. Heffernan, Tanja Käser +3 more
2024arXiv.org46 citations
Semantic Scholar
Bayesian Persuasion in Sequential Decision-Making
Jiarui Gan, R. Majumdar, Goran Radanovic, A. Singla
2021AAAI Conference on Artificial Intelligence39 citations Open access
Semantic Scholar
Provable Defense against Backdoor Policies in Reinforcement Learning
S. Bharti, Xuezhou Zhang, A. Singla, Xiao-Jin Zhu
2022Neural Information Processing Systems38 citations Open access
Semantic Scholar
Policy Teaching in Reinforcement Learning via Environment Poisoning Attacks
Amin Rakhsha, Goran Radanovic, Rati Devidze, Xiao-Jin Zhu +1 more
2020Journal of machine learning research38 citations
Semantic Scholar
Defense Against Reward Poisoning Attacks in Reinforcement Learning
Kiarash Banihashem, A. Singla, Goran Radanovic
2021Trans. Mach. Learn. Res.36 citations
Semantic Scholar
Evaluating ChatGPT and GPT-4 for Visual Programming
A. Singla
2023International Computing Education Research Workshop33 citations Open access
Semantic Scholar
Reward Model Learning vs. Direct Policy Optimization: A Comparative Analysis of Learning from Human Preferences
Andi Nika, Debmalya Mandal, P. Kamalaruban, Georgios Tzannetos +2 more
2024International Conference on Machine Learning27 citations
Semantic Scholar
BugSpotter: Automated Generation of Code Debugging Exercises
Victor-Alexandru P?durean, Paul Denny, A. Singla
2024Technical Symposium on Computer Science Education24 citations Open access
Semantic Scholar
Proximal Curriculum for Reinforcement Learning Agents
Georgios Tzannetos, Bárbara Gomes Ribeiro, P. Kamalaruban, A. Singla
2023Trans. Mach. Learn. Res.24 citations Open access
Semantic Scholar
Corruption Robust Offline Reinforcement Learning with Human Feedback
Debmalya Mandal, Andi Nika, P. Kamalaruban, A. Singla +1 more
2024International Conference on Artificial Intelligence and Statistics23 citations
Semantic Scholar
Reinforcement Learning Under Algorithmic Triage
Eleni Straitouri, A. Singla, Vahid Balazadeh Meresht, M. Gomez-Rodriguez
2021arXiv.org22 citations
Semantic Scholar
Towards Deployment of Robust Cooperative AI Agents: An Algorithmic Framework for Learning Adaptive Policies
Ahana Ghosh, Sebastian Tschiatschek, Hamed Mahdavi, A. Singla
2020Adaptive Agents and Multi-Agent Systems22 citations
Semantic Scholar
Neural Task Synthesis for Visual Programming
Victor-Alexandru Pădurean, Georgios Tzannetos, A. Singla
2023Trans. Mach. Learn. Res.21 citations Open access
Semantic Scholar
Fair Clustering Using Antidote Data
Anshuman Chhabra, A. Singla, P. Mohapatra
2021AFCR20 citations
Semantic Scholar
Adaptive Scaffolding in Block-Based Programming via Synthesizing New Tasks as Pop Quizzes
Ahana Ghosh, Sebastian Tschiatschek, Sam Devlin, A. Singla
2023International Conference on Artificial Intelligence in Education19 citations Open access
Semantic Scholar
Admissible Policy Teaching through Reward Design
Kiarash Banihashem, A. Singla, Jiarui Gan, Goran Radanovic
2022AAAI Conference on Artificial Intelligence19 citations Open access
Semantic Scholar
Actual Causality and Responsibility Attribution in Decentralized Partially Observable Markov Decision Processes
Stelios Triantafyllou, A. Singla, Goran Radanovic
2022AAAI/ACM Conference on AI, Ethics, and Society19 citations Open access
Semantic Scholar
Learning to Switch Between Machines and Humans
Vahid Balazadeh Meresht, A. De, A. Singla, M. Gomez-Rodriguez
2020arXiv.org19 citations
Semantic Scholar
Hints-In-Browser: Benchmarking Language Models for Programming Feedback Generation
Nachiket Kotalwar, Alkis Gotovos, A. Singla
2024Neural Information Processing Systems18 citations
Semantic Scholar
On Blame Attribution for Accountable Multi-Agent Sequential Decision Making
Stelios Triantafyllou, A. Singla, Goran Radanovic
2021Neural Information Processing Systems18 citations
Semantic Scholar
Teaching an Active Learner with Contrastive Examples
Chao-Qi Wang, A. Singla, Yuxin Chen
2021Neural Information Processing Systems17 citations
Semantic Scholar
Implicit Poisoning Attacks in Two-Agent Reinforcement Learning: Adversarial Policies for Training-Time Attacks
Mohammad Mohammadi, Jonathan Nöther, Debmalya Mandal, A. Singla +1 more
2023Adaptive Agents and Multi-Agent Systems16 citations Open access
Semantic Scholar
The Sample Complexity of Teaching by Reinforcement on Q-Learning
Xuezhou Zhang, S. Bharti, Yuzhe Ma, A. Singla +1 more
2021AAAI Conference on Artificial Intelligence16 citations Open access
Semantic Scholar
Partnering with AI: A Pedagogical Feedback System for LLM Integration into Programming Education
Niklas Scholz, M. Nguyen, A. Singla, Tomohiro Nagashima
2025European Conference on Technology Enhanced Learning15 citations Open access
Semantic Scholar
Quizzing Policy Using Reinforcement Learning for Inferring the Student Knowledge State
Joy He-Yueya, A. Singla
2021Educational Data Mining15 citations
Semantic Scholar
From {Solution Synthesis} to {Student Attempt Synthesis} for Block-Based Visual Programming Tasks
A. Singla, Nikitas Theodoropoulos
2022Educational Data Mining14 citations Open access
Semantic Scholar
Plan More, Debug Less: Applying Metacognitive Theory to AI-Assisted Programming Education
Tung Phung, Heeryung Choi, Meng-Yan Wu, A. Singla +1 more
2025International Conference on Artificial Intelligence in Education13 citations Open access
Semantic Scholar
Prompt Programming: A Platform for Dialogue-based Computational Problem Solving with Generative AI Models
Victor-Alexandru Pădurean, Paul Denny, Alkis Gotovos, A. Singla
2025Annual Conference on Innovation and Technology in Computer Science Education13 citations Open access
Semantic Scholar
Benchmarking the Robustness of Agentic Systems to Adversarially-Induced Harms
Jonathan Nöther, A. Singla, Goran Radanovic
2025arXiv.org12 citations
Semantic Scholar
Proximal Curriculum with Task Correlations for Deep Reinforcement Learning
Georgios Tzannetos, P. Kamalaruban, A. Singla
2024International Joint Conference on Artificial Intelligence12 citations
Semantic Scholar
Analyzing-Evaluating-Creating: Assessing Computational Thinking and Problem Solving in Visual Programming Domains
Ahana Ghosh, L. Malva, A. Singla
2024Technical Symposium on Computer Science Education10 citations Open access
Semantic Scholar
Towards Generalizable Agents in Text-Based Educational Environments: A Study of Integrating RL with LLMs
Bahar Radmehr, A. Singla, Tanja Käser
2024Educational Data Mining10 citations
Semantic Scholar
Online Reinforcement Learning with Uncertain Episode Lengths
Debmalya Mandal, Goran Radanovic, Jiarui Gan, A. Singla +1 more
2023AAAI Conference on Artificial Intelligence10 citations Open access
Semantic Scholar
Large Language Models for In-Context Student Modeling: Synthesizing Student's Behavior in Visual Programming from One-Shot Observation
M. Nguyen, Sebastian Tschiatschek, A. Singla
2023Educational Data Mining10 citations
Semantic Scholar
Curriculum Design for Teaching via Demonstrations: Theory and Applications
Gaurav Yengera, Rati Devidze, P. Kamalaruban, A. Singla
2021Neural Information Processing Systems10 citations
Semantic Scholar
Inference-Time Personalized Alignment with a Few User Preference Queries
Victor-Alexandru Pădurean, P. Kamalaruban, Nachiket Kotalwar, Alkis Gotovos +1 more
2025Neural Information Processing Systems9 citations
Semantic Scholar
Online Defense Strategies for Reinforcement Learning Against Adaptive Reward Poisoning
Andi Nika, A. Singla, Goran Radanovic
2023International Conference on Artificial Intelligence and Statistics8 citations
Semantic Scholar
Fairness Degrading Adversarial Attacks Against Clustering Algorithms
Anshuman Chhabra, A. Singla, P. Mohapatra
2021arXiv.org8 citations
Semantic Scholar
The Teaching Dimension of Kernel Perceptron
Akash Kumar, Han-Qi Zhang, A. Singla, Yuxin Chen
2020International Conference on Artificial Intelligence and Statistics8 citations
Semantic Scholar
Exploration vs. Fixation: Scaffolding Divergent and Convergent Thinking for Human-AI Co-Creation with Generative Models
Chao Wen, Tung Phung, Pronita Mehrotra, Sumit Gulwani +2 more
2025arXiv.org7 citations
Semantic Scholar
Text-Diffusion Red-Teaming of Large Language Models: Unveiling Harmful Behaviors with Proximity Constraints
Jonathan Nöther, A. Singla, Goran Radanovic
2025AAAI Conference on Artificial Intelligence7 citations
Semantic Scholar