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Kevin Ellis

25 papers · 2015–2025 · 7 conferences · across top CS/AI conferences

Achievements

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+12 more ↓ πŸƒ Academic Marathon (10) πŸŒ‰ Interdisciplinary Bridge 🧭 Keyword Pioneer 🌍 Conference Polyglot (7) 🐝 Cross-Pollinator (13)
🐣 Hot Topic Early Bird 🌍 Conference Polyglot (7) πŸƒ Academic Marathon (10) 🧬 Topic Evolution πŸ† Grand Slam πŸ† Keyword Champion (2) πŸ”₯ Unstoppable (6) ⚑ Prolific Year (5) πŸ’Ž Century Club (25) ❓ The Questioner πŸ“ˆ Trend Setter πŸ—ƒοΈ Keyword Collector (89)

Conferences

NIPS (13) ICLR (5) ICML (2) IJCAI (2) AAAI (1) CORL (1) CVPR (1)

Papers

Combining Induction and Transduction for Abstract Reasoning ICLR 2025 Position: Future Research and Challenges Remain Towards AI for Software Engineering ICML 2025 LLM-Guided Probabilistic Program Induction for POMDP Model Estimation CORL 2025 VisualPredicator: Learning Abstract World Models with Neuro-Symbolic Predicates for Robot Planning ICLR 2025 WorldCoder, a Model-Based LLM Agent: Building World Models by Writing Code and Interacting with the Environment NIPS 2024 Rapid Motor Adaptation for Robotic Manipulator Arms CVPR 2024 Is Programming by Example Solved by LLMs? NIPS 2024 Doing Experiments and Revising Rules with Natural Language and Probabilistic Reasoning NIPS 2024 Code Repair with LLMs gives an Exploration-Exploitation Tradeoff NIPS 2024 From Perception to Programs: Regularize, Overparameterize, and Amortize ICML 2023 Human-like Few-Shot Learning via Bayesian Reasoning over Natural Language NIPS 2023 LambdaBeam: Neural Program Search with Higher-Order Functions and Lambdas NIPS 2023 Making Sense of Raw Input (Extended Abstract) IJCAI 2022 Scaling Neural Program Synthesis with Distribution-Based Search AAAI 2022 CrossBeam: Learning to Search in Bottom-Up Program Synthesis ICLR 2022 Hybrid Memoised Wake-Sleep: Approximate Inference at the Discrete-Continuous Interface ICLR 2022 Program Synthesis with Pragmatic Communication NIPS 2020 Learning abstract structure for drawing by efficient motor program induction NIPS 2020 Learning to Infer and Execute 3D Shape Programs ICLR 2019 Write, Execute, Assess: Program Synthesis with a REPL NIPS 2019 Learning Libraries of Subroutines for Neurally–Guided Bayesian Program Induction NIPS 2018 Learning to Infer Graphics Programs from Hand-Drawn Images NIPS 2018 Learning to Learn Programs from Examples: Going Beyond Program Structure IJCAI 2017 Sampling for Bayesian Program Learning NIPS 2016 Unsupervised Learning by Program Synthesis NIPS 2015