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Kevin Ellis

  1. DreamCoder: Growing generalizable, interpretable knowledge with wake-sleep Bayesian program learning
    2020/06/15 by Kevin Ellis, Catherine Wong, Ellis, Kevin +16 · 7 voices · 21 citations
    Computer Science · #AI-based Problem Solving and Planning #Computability, Logic, AI Algorithms #Explainable Artificial Intelligence (XAI) #cs.AI #cs.LG
  2. Combining Induction and Transduction for Abstract Reasoning
    2024/11/04 by Wen-Ding Li, Keya Hu, Li, Wen-Ding +25 · 4 voices · 18 citations
    #cs.LG #cs.AI #cs.CL
  3. WorldCoder, a Model-Based LLM Agent: Building World Models by Writing Code and Interacting with the Environment
    2024/02/19 by Hao Tang, Tang, Hao, Darren Key +3 · 20 citations
    Computer Science · #Semantic Web and Ontologies #Multi-Agent Systems and Negotiation #Natural Language Processing Techniques
  4. Learning to Infer Graphics Programs from Hand-Drawn Images
    2017/07/30 by Kevin Ellis, Ellis, Kevin, Daniel Ritchie +5 · 6 citations
    Computer Science · #Software Engineering Research
  5. AutumnBench Public Benchmark
    2025/10/22 by Archana Warrier, Dat Nguyen, Dat Tien Nguyen +22 · 8 voices · 2 citations
    Psychology · Computer Science · Neuroscience · #Social Robot Interaction and HRI #Reinforcement Learning in Robotics #Embodied and Extended Cognition
  6. Code Repair with LLMs gives an Exploration-Exploitation Tradeoff
    2024/05/26 by Hao Tang, Tang, Hao, Keya Hu +11 · 13 citations
    Decision Sciences · Computer Science · #Scientific Computing and Data Management #Advanced Data Storage Technologies
  7. Challenges and Paths Towards AI for Software Engineering
    2025/03/28 by Alex Gu, Naman Jain, Gu, Alex +17 · 4 voices · 3 citations
    #cs.SE #cs.AI #cs.LG
  8. Is Programming by Example solved by LLMs?
    2024/06/12 by Wen-Ding Li, Li, Wen-Ding, Kevin Ellis +1 · 11 citations
    Computer Science · #Advanced Data Storage Technologies #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Programming Languages (cs.PL) #Software Engineering (cs.SE)
  9. Write, Execute, Assess: Program Synthesis with a REPL
    2019/06/09 by Kevin Ellis, Ellis, Kevin, Maxwell Nye +9 · 4 citations
    Computer Science · Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Programming Languages (cs.PL) #Reinforcement Learning in Robotics #Robot Manipulation and Learning #Software Engineering (cs.SE) #Software Engineering Research
  10. VisualPredicator: Learning Abstract World Models with Neuro-Symbolic Predicates for Robot Planning
    2024/10/30 by Yichao Liang, Liang, Yichao, Nishanth Kumar +12 · 10 citations
    Computer Science · #AI-based Problem Solving and Planning #Artificial Intelligence (cs.AI) #Computability, Logic, AI Algorithms #Computer Vision and Pattern Recognition (cs.CV) #Evolutionary Algorithms and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Robotics (cs.RO)
  11. Active Preference Inference using Language Models and Probabilistic Reasoning
    2023/12/19 by Volodymyr Kuleshov, Piriyakulkij, Wasu Top, Kuleshov, Volodymyr +2 · 5 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Bayesian Modeling and Causal Inference #Computation and Language (cs.CL) #FOS: Computer and information sciences #Logic, Reasoning, and Knowledge #Machine Learning (cs.LG) #Speech and dialogue systems
  12. A language of thought for the mental representation of geometric shapes
    2022/11/17 by Mathias Sablé-Meyer, Kevin Ellis, Josh Tenenbaum +1 · 1 voice · 3 citations
    Engineering · Mathematics · Psychology · #Child and Animal Learning Development #Cognitive and developmental aspects of mathematical skills #Spatial Cognition and Navigation
  13. Toward Trustworthy Neural Program Synthesis
    2022/09/29 by Darren Key, Wen-Ding Li, Key, Darren +3 · 3 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Programming Languages (cs.PL) #Software Engineering (cs.SE) #Software Engineering Research
  14. Program Synthesis with Pragmatic Communication
    2020/07/09 by Yewen Pu, Pu, Yewen, Kevin Ellis +7 · 2 citations
    Computer Science · #Artificial Intelligence (cs.AI) #D.3.0 #FOS: Computer and information sciences #I.2.2 #Logic, programming, and type systems #Machine Learning and Algorithms #Software Engineering (cs.SE) #Software Engineering Research
  15. Rapid Motor Adaptation for Robotic Manipulator Arms
    2023/12/07 by Yichao Liang, Liang, Yichao, Kevin Ellis +3 · 3 citations
    Engineering · Computer Science · Psychology · #Robot Manipulation and Learning #Human Pose and Action Recognition #Action Observation and Synchronization
  16. Scaling Neural Program Synthesis with Distribution-based Search
    2021/10/24 by Nathanaël Fijalkow, Fijalkow, Nathanaël, Guillaume Lagarde +9 · 2 citations
    Computer Science · #Machine Learning and Algorithms #Adversarial Robustness in Machine Learning #Machine Learning and Data Classification
  17. LLM-Guided Probabilistic Program Induction for POMDP Model Estimation
    2025/05/04 by Aidan Curtis, Hao Tang, Curtis, Aidan +11 · 2 citations
    Computer Science · Engineering · #Reinforcement Learning in Robotics #Bayesian Modeling and Causal Inference #Autonomous Vehicle Technology and Safety
  18. Refactoring Codebases through Library Design
    2025/05/26 by Ziga Kovacic, Kovacic, Ziga, Justin T. Chiu +7 · 1 voice · 1 citation
    Computer Science · #Algorithms and Data Compression #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Software Engineering (cs.SE) #Software Engineering Research #Web Data Mining and Analysis #cs.AI #cs.SE