A The ARC Atlas

Appendix C · Authorship ledger

Who did what, without blurring authorship.

Each Work records whether its authorship belongs to named people or an organization. Other named contributions keep their own role and order, so contributors are not automatically presented as authors.

25
WorkCredits
98
Contributions
82
People represented
3
Organization-authored Works

WorkCredit index

One authorship record for each Work.

This table shows the public authorship first, followed by any additional named contributions.

WorkAuthorship modeAuthorshipUnresolved group credit
On the Measure of Intelligencep01 · 2019 people François Chollet None recorded
ARC-AGI-2: A New Challenge for Frontier AI Reasoning Systemsp02 · 2025 people François Chollet, Mike Knoop, Gregory Kamradt, Bryan Landers, Henry Pinkard None recorded
ARC-AGI-3: A New Challenge for Frontier Agentic Intelligencep03 · 2026 organization ARC Prize Foundation ARC-AGI-3 game-studio team
ARC Prize 2024: Technical Reportp04 · 2024 people François Chollet, Mike Knoop, Gregory Kamradt, Bryan Landers None recorded
ARC Prize 2025: Technical Reportp05 · 2026 organization ARC Prize Foundation None recorded
OpenAI o3 Breakthrough High Score on ARC-AGI-Pubp06 · 2024 organization ARC Prize None recorded
ARC 2020 Kaggle 1st-Place Solution (Icecuber)p07 · 2020 people Johan S. Wind None recorded
The Surprising Effectiveness of Test-Time Training for Abstract Reasoningp08 · 2024 people Ekin Akyürek, Mehul Damani, Adam Zweiger, Linlu Qiu, Han Guo, Jyothish Pari, Yoon Kim, Jacob Andreas None recorded
Product of Experts with LLMs: Boosting Performance on ARC Is a Matter of Perspectivep09 · 2025 people Daniel Franzen, Jan Disselhoff, David Hartmann None recorded
Getting 50% (SoTA) on ARC-AGI with GPT-4op10 · 2024 people Ryan Greenblatt None recorded
How I got a record 53.6% on ARC-AGI-Pub using Sonnet 3.5 with Evolutionary Test-time Computep11 · 2024 people Jeremy Berman None recorded
Combining Induction and Transduction for Abstract Reasoningp12 · 2024 people Wen-Ding Li, Keya Hu, Carter Larsen, Yuqing Wu, Simon Alford, Caleb Woo, Spencer M. Dunn, Hao Tang, Michelangelo Naim, Dat Nguyen, Wei-Long Zheng, Zenna Tavares, Yewen Pu, Kevin Ellis None recorded
Searching Latent Program Spaces (LPN)p13 · 2024 people Clément Bonnet, Matthew V. Macfarlane None recorded
Hypothesis Search: Inductive Reasoning with Language Modelsp14 · 2023 people Ruocheng Wang, Eric Zelikman, Gabriel Poesia, Yewen Pu, Nick Haber, Noah D. Goodman None recorded
CodeIt: Self-Improving Language Models with Prioritized Hindsight Replayp15 · 2024 people Natasha Butt, Blazej Manczak, Auke Wiggers, Corrado Rainone, David W. Zhang, Michaël Defferrard, Taco Cohen None recorded
ARC-AGI Without Pretraining (CompressARC)p16 · 2025 people Isaac Liao, Albert Gu None recorded
Graph-Based Exploration for ARC-AGI-3 Interactive Reasoning Tasksp17 · 2025 people Evgenii Rudakov, Jonathan Shock, Benjamin Ultan Cowley None recorded
DreamCoder: Growing generalizable, interpretable knowledge with wake-sleep Bayesian program learningp18 · 2020 people Kevin Ellis, Catherine Wong, Maxwell Nye, Mathias Sablé-Meyer, Luc Cary, Lucas Morales, Luke Hewitt, Armando Solar-Lezama, Joshua B. Tenenbaum None recorded
Large Language Models as General Pattern Machinesp19 · 2023 people Suvir Mirchandani, Fei Xia, Pete Florence, Brian Ichter, Danny Driess, Montserrat Gonzalez Arenas, Kanishka Rao, Dorsa Sadigh, Andy Zeng None recorded
Understanding and Benchmarking Artificial Intelligence: OpenAI's o3 Is Not AGIp20 · 2025 people Rolf Pfister, Hansueli Jud None recorded
Don't throw the baby out with the bathwater: How and why deep learning for ARCp21 · 2025 people Jack Cole, Mohamed Osman None recorded
Hill-Climbing ARC-AGI-3 ↗hill-climbing-arc-agi-3 · 2026 people Alexis Fox, Junlin Wang, Paul Rosu, Bhuwan Dhingra None recorded
Executable World Models for ARC-AGI-3 in the Era of Coding Agentsp22 · 2026 people Sergey Rodionov None recorded
OPINE-World: Programmatic World Modeling with Ontology-error-Prioritized Interactive Exploration for ARC-AGI-3p23 · 2026 people David Courtis, Wenhao Li, Scott Sanner None recorded
Do Coding Agents Need Executable World Models, Simplification, and Verification to Solve ARC-AGI-3?p24 · 2026 people Sergey Rodionov None recorded

Contribution index

Every named contribution, by role.

Author · 89Named contributor · 5Co-founder · 2Benchmark design · 1Lead environment design · 1

PersonRoleOrderWork
Alexis Foxalexis-fox Author 1 Hill-Climbing ARC-AGI-3 ↗hill-climbing-arc-agi-3 · 2026
Junlin Wangjunlin-wang Author 2 Hill-Climbing ARC-AGI-3 ↗hill-climbing-arc-agi-3 · 2026
Paul Rosupaul-rosu Author 3 Hill-Climbing ARC-AGI-3 ↗hill-climbing-arc-agi-3 · 2026
Bhuwan Dhingrabhuwan-dhingra Author 4 Hill-Climbing ARC-AGI-3 ↗hill-climbing-arc-agi-3 · 2026
François Cholletfrancois-chollet Author 1 On the Measure of Intelligencep01 · 2019
François Cholletfrancois-chollet Author 1 ARC-AGI-2: A New Challenge for Frontier AI Reasoning Systemsp02 · 2025
Mike Knoopmike-knoop Author 2 ARC-AGI-2: A New Challenge for Frontier AI Reasoning Systemsp02 · 2025
Gregory Kamradtgregory-kamradt Author 3 ARC-AGI-2: A New Challenge for Frontier AI Reasoning Systemsp02 · 2025
Bryan Landersbryan-landers Author 4 ARC-AGI-2: A New Challenge for Frontier AI Reasoning Systemsp02 · 2025
Henry Pinkardhenry-pinkard Author 5 ARC-AGI-2: A New Challenge for Frontier AI Reasoning Systemsp02 · 2025
François Cholletfrancois-chollet Benchmark design 1 ARC-AGI-3: A New Challenge for Frontier Agentic Intelligencep03 · 2026
Mike Knoopmike-knoop Co-founder 2 ARC-AGI-3: A New Challenge for Frontier Agentic Intelligencep03 · 2026
Gregory Kamradtgregory-kamradt Co-founder 3 ARC-AGI-3: A New Challenge for Frontier Agentic Intelligencep03 · 2026
Hunter Henryhunter-henry Lead environment design 4 ARC-AGI-3: A New Challenge for Frontier Agentic Intelligencep03 · 2026
François Cholletfrancois-chollet Author 1 ARC Prize 2024: Technical Reportp04 · 2024
Mike Knoopmike-knoop Author 2 ARC Prize 2024: Technical Reportp04 · 2024
Gregory Kamradtgregory-kamradt Author 3 ARC Prize 2024: Technical Reportp04 · 2024
Bryan Landersbryan-landers Author 4 ARC Prize 2024: Technical Reportp04 · 2024
François Cholletfrancois-chollet Named contributor 1 ARC Prize 2025: Technical Reportp05 · 2026
Mike Knoopmike-knoop Named contributor 2 ARC Prize 2025: Technical Reportp05 · 2026
Gregory Kamradtgregory-kamradt Named contributor 3 ARC Prize 2025: Technical Reportp05 · 2026
Bryan Landersbryan-landers Named contributor 4 ARC Prize 2025: Technical Reportp05 · 2026
François Cholletfrancois-chollet Named contributor 1 OpenAI o3 Breakthrough High Score on ARC-AGI-Pubp06 · 2024
Johan S. Windjohan-s-wind Author 1 ARC 2020 Kaggle 1st-Place Solution (Icecuber)p07 · 2020
Ekin Akyürekekin-akyurek Author 1 The Surprising Effectiveness of Test-Time Training for Abstract Reasoningp08 · 2024
Mehul Damanimehul-damani Author 2 The Surprising Effectiveness of Test-Time Training for Abstract Reasoningp08 · 2024
Adam Zweigeradam-zweiger Author 3 The Surprising Effectiveness of Test-Time Training for Abstract Reasoningp08 · 2024
Linlu Qiulinlu-qiu Author 4 The Surprising Effectiveness of Test-Time Training for Abstract Reasoningp08 · 2024
Han Guohan-guo Author 5 The Surprising Effectiveness of Test-Time Training for Abstract Reasoningp08 · 2024
Jyothish Parijyothish-pari Author 6 The Surprising Effectiveness of Test-Time Training for Abstract Reasoningp08 · 2024
Yoon Kimyoon-kim Author 7 The Surprising Effectiveness of Test-Time Training for Abstract Reasoningp08 · 2024
Jacob Andreasjacob-andreas Author 8 The Surprising Effectiveness of Test-Time Training for Abstract Reasoningp08 · 2024
Daniel Franzendaniel-franzen Author 1 Product of Experts with LLMs: Boosting Performance on ARC Is a Matter of Perspectivep09 · 2025
Jan Disselhoffjan-disselhoff Author 2 Product of Experts with LLMs: Boosting Performance on ARC Is a Matter of Perspectivep09 · 2025
David Hartmanndavid-hartmann Author 3 Product of Experts with LLMs: Boosting Performance on ARC Is a Matter of Perspectivep09 · 2025
Ryan Greenblattryan-greenblatt Author 1 Getting 50% (SoTA) on ARC-AGI with GPT-4op10 · 2024
Jeremy Bermanjeremy-berman Author 1 How I got a record 53.6% on ARC-AGI-Pub using Sonnet 3.5 with Evolutionary Test-time Computep11 · 2024
Wen-Ding Liwen-ding-li Author 1 Combining Induction and Transduction for Abstract Reasoningp12 · 2024
Keya Hukeya-hu Author 2 Combining Induction and Transduction for Abstract Reasoningp12 · 2024
Carter Larsencarter-larsen Author 3 Combining Induction and Transduction for Abstract Reasoningp12 · 2024
Yuqing Wuyuqing-wu Author 4 Combining Induction and Transduction for Abstract Reasoningp12 · 2024
Simon Alfordsimon-alford Author 5 Combining Induction and Transduction for Abstract Reasoningp12 · 2024
Caleb Woocaleb-woo Author 6 Combining Induction and Transduction for Abstract Reasoningp12 · 2024
Spencer M. Dunnspencer-m-dunn Author 7 Combining Induction and Transduction for Abstract Reasoningp12 · 2024
Hao Tanghao-tang Author 8 Combining Induction and Transduction for Abstract Reasoningp12 · 2024
Michelangelo Naimmichelangelo-naim Author 9 Combining Induction and Transduction for Abstract Reasoningp12 · 2024
Dat Nguyendat-nguyen Author 10 Combining Induction and Transduction for Abstract Reasoningp12 · 2024
Wei-Long Zhengwei-long-zheng Author 11 Combining Induction and Transduction for Abstract Reasoningp12 · 2024
Zenna Tavareszenna-tavares Author 12 Combining Induction and Transduction for Abstract Reasoningp12 · 2024
Yewen Puyewen-pu Author 13 Combining Induction and Transduction for Abstract Reasoningp12 · 2024
Kevin Elliskevin-ellis Author 14 Combining Induction and Transduction for Abstract Reasoningp12 · 2024
Clément Bonnetclement-bonnet Author 1 Searching Latent Program Spaces (LPN)p13 · 2024
Matthew V. Macfarlanematthew-v-macfarlane Author 2 Searching Latent Program Spaces (LPN)p13 · 2024
Ruocheng Wangruocheng-wang Author 1 Hypothesis Search: Inductive Reasoning with Language Modelsp14 · 2023
Eric Zelikmaneric-zelikman Author 2 Hypothesis Search: Inductive Reasoning with Language Modelsp14 · 2023
Gabriel Poesiagabriel-poesia Author 3 Hypothesis Search: Inductive Reasoning with Language Modelsp14 · 2023
Yewen Puyewen-pu Author 4 Hypothesis Search: Inductive Reasoning with Language Modelsp14 · 2023
Nick Habernick-haber Author 5 Hypothesis Search: Inductive Reasoning with Language Modelsp14 · 2023
Noah D. Goodmannoah-d-goodman Author 6 Hypothesis Search: Inductive Reasoning with Language Modelsp14 · 2023
Natasha Buttnatasha-butt Author 1 CodeIt: Self-Improving Language Models with Prioritized Hindsight Replayp15 · 2024
Blazej Manczakblazej-manczak Author 2 CodeIt: Self-Improving Language Models with Prioritized Hindsight Replayp15 · 2024
Auke Wiggersauke-wiggers Author 3 CodeIt: Self-Improving Language Models with Prioritized Hindsight Replayp15 · 2024
Corrado Rainonecorrado-rainone Author 4 CodeIt: Self-Improving Language Models with Prioritized Hindsight Replayp15 · 2024
David W. Zhangdavid-w-zhang Author 5 CodeIt: Self-Improving Language Models with Prioritized Hindsight Replayp15 · 2024
Michaël Defferrardmichael-defferrard Author 6 CodeIt: Self-Improving Language Models with Prioritized Hindsight Replayp15 · 2024
Taco Cohentaco-cohen Author 7 CodeIt: Self-Improving Language Models with Prioritized Hindsight Replayp15 · 2024
Isaac Liaoisaac-liao Author 1 ARC-AGI Without Pretraining (CompressARC)p16 · 2025
Albert Gualbert-gu Author 2 ARC-AGI Without Pretraining (CompressARC)p16 · 2025
Evgenii Rudakovevgenii-rudakov Author 1 Graph-Based Exploration for ARC-AGI-3 Interactive Reasoning Tasksp17 · 2025
Jonathan Shockjonathan-shock Author 2 Graph-Based Exploration for ARC-AGI-3 Interactive Reasoning Tasksp17 · 2025
Benjamin Ultan Cowleybenjamin-ultan-cowley Author 3 Graph-Based Exploration for ARC-AGI-3 Interactive Reasoning Tasksp17 · 2025
Kevin Elliskevin-ellis Author 1 DreamCoder: Growing generalizable, interpretable knowledge with wake-sleep Bayesian program learningp18 · 2020
Catherine Wongcatherine-wong Author 2 DreamCoder: Growing generalizable, interpretable knowledge with wake-sleep Bayesian program learningp18 · 2020
Maxwell Nyemaxwell-nye Author 3 DreamCoder: Growing generalizable, interpretable knowledge with wake-sleep Bayesian program learningp18 · 2020
Mathias Sablé-Meyermathias-sable-meyer Author 4 DreamCoder: Growing generalizable, interpretable knowledge with wake-sleep Bayesian program learningp18 · 2020
Luc Caryluc-cary Author 5 DreamCoder: Growing generalizable, interpretable knowledge with wake-sleep Bayesian program learningp18 · 2020
Lucas Moraleslucas-morales Author 6 DreamCoder: Growing generalizable, interpretable knowledge with wake-sleep Bayesian program learningp18 · 2020
Luke Hewittluke-hewitt Author 7 DreamCoder: Growing generalizable, interpretable knowledge with wake-sleep Bayesian program learningp18 · 2020
Armando Solar-Lezamaarmando-solar-lezama Author 8 DreamCoder: Growing generalizable, interpretable knowledge with wake-sleep Bayesian program learningp18 · 2020
Joshua B. Tenenbaumjoshua-b-tenenbaum Author 9 DreamCoder: Growing generalizable, interpretable knowledge with wake-sleep Bayesian program learningp18 · 2020
Suvir Mirchandanisuvir-mirchandani Author 1 Large Language Models as General Pattern Machinesp19 · 2023
Fei Xiafei-xia Author 2 Large Language Models as General Pattern Machinesp19 · 2023
Pete Florencepete-florence Author 3 Large Language Models as General Pattern Machinesp19 · 2023
Brian Ichterbrian-ichter Author 4 Large Language Models as General Pattern Machinesp19 · 2023
Danny Driessdanny-driess Author 5 Large Language Models as General Pattern Machinesp19 · 2023
Montserrat Gonzalez Arenasmontserrat-gonzalez-arenas Author 6 Large Language Models as General Pattern Machinesp19 · 2023
Kanishka Raokanishka-rao Author 7 Large Language Models as General Pattern Machinesp19 · 2023
Dorsa Sadighdorsa-sadigh Author 8 Large Language Models as General Pattern Machinesp19 · 2023
Andy Zengandy-zeng Author 9 Large Language Models as General Pattern Machinesp19 · 2023
Rolf Pfisterrolf-pfister Author 1 Understanding and Benchmarking Artificial Intelligence: OpenAI's o3 Is Not AGIp20 · 2025
Hansueli Judhansueli-jud Author 2 Understanding and Benchmarking Artificial Intelligence: OpenAI's o3 Is Not AGIp20 · 2025
Jack Colejack-cole Author 1 Don't throw the baby out with the bathwater: How and why deep learning for ARCp21 · 2025
Mohamed Osmanmohamed-osman Author 2 Don't throw the baby out with the bathwater: How and why deep learning for ARCp21 · 2025
Sergey Rodionovsergey-rodionov Author 1 Executable World Models for ARC-AGI-3 in the Era of Coding Agentsp22 · 2026
David Courtisdavid-courtis Author 1 OPINE-World: Programmatic World Modeling with Ontology-error-Prioritized Interactive Exploration for ARC-AGI-3p23 · 2026
Wenhao Liwenhao-li Author 2 OPINE-World: Programmatic World Modeling with Ontology-error-Prioritized Interactive Exploration for ARC-AGI-3p23 · 2026
Scott Sannerscott-sanner Author 3 OPINE-World: Programmatic World Modeling with Ontology-error-Prioritized Interactive Exploration for ARC-AGI-3p23 · 2026
Sergey Rodionovsergey-rodionov Author 1 Do Coding Agents Need Executable World Models, Simplification, and Verification to Solve ARC-AGI-3?p24 · 2026

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