Kevin Ellis
Kevin Ellis has 3 papers in our library, in 2019–2024, most of them on Code & programming languages; often with Armando Solar-Lezama, Joshua B. Tenenbaum, Maxwell Nye.
OpenAlex · ORCID · h-index 17 · 53 works · 1,047 citations OpenAlex, 2026-10-14
📄 3 works in our library · 🔗 Cited 76 times in our library · 1 more in our library without a page yet · ⭐ Paper Stars ranking: #7616
Affiliations
Fields, topics and concepts
📚 Shelves 4The field of science this work belongs to (OpenAlex fields).Computer Science · 3 worksArtificial Intelligence · 2 worksComputer Science Applications · 1 workInformation Systems · 1 work
🧭 Topics 1Research subjects and languages the work is about.Code & programming languages · 1 work
Works by year
2020s
2010s
Papers
- Write, Execute, Assess: Program Synthesis with a REPL (2019 · 86 citations)
Program synthesis is difficult because a small syntactic edit can drastically change what a program does, and neural networks struggle to learn this mapping. - WorldCoder, a Model-Based LLM Agent: Building World Models by Writing Code and Interacting with the Environment (2024 · 32 citations)
The paper asks how an AI agent could learn how an unfamiliar environment works from only a few interactions, then reuse that knowledge for new goals. - DreamCoder: Growing generalizable, interpretable knowledge with wake-sleep Bayesian program learning (2020 · 22 citations)
Program induction treats learning a task as finding a program that produces the desired behavior. It generalizes well from a few examples and yields knowledge humans can read. In practice, though, it has relied on hand-crafted domain-specific languages (DSLs) and search procedures tuned to them. DreamCoder learns…
All works
- Write, Execute, Assess: Program Synthesis with a REPLarXiv:1906.04604Kevin Ellis, Maxwell Nye, Yewen Pu, et al.2019 · 86 citations
- WorldCoder, a Model-Based LLM Agent: Building World Models by Writing Code and Interacting with the EnvironmentConference on Neural Information Processing Systems (NeurIPS)Hao Tang, Darren Key, Kevin Ellis2024 · 32 citations
- DreamCoder: Growing generalizable, interpretable knowledge with wake-sleep Bayesian program learningarXiv:2006.08381Kevin Ellis, Catherine Wong, Maxwell Nye, et al.2020 · 22 citations
- Challenges and Paths Towards AI for Software Engineering ↗Qeios · no summary yetAlex Gu et al.2025 · 12 citations
Co-authors here
- Armando Solar-Lezama ×2
- Joshua B. Tenenbaum ×2
- Maxwell Nye ×2
- Catherine Wong
- Hao Tang
- Luke Hewitt
- Mathias Sable-Meyer
- Yewen Pu
Venues
Cited by
Updated
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