---
title: "Journal of Artificial Intelligence Research 2021 — papers"
description: "Journal of Artificial Intelligence Research 2021 — papers: 1 paper in the Elamur Research library, with our summaries, ranked by citations."
canonical: "https://research.elamur.ai/free/en/venues/journal-of-artificial-intelligence-research/2021/"
---
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# Journal of Artificial Intelligence Research 2021 — papers

The works of Journal of Artificial Intelligence Research published in 2021 that our library holds (publisher: AI Access Foundation): 1 work, listed below with the most cited first; each has a page with our summary, its key points and its references.

[**101** works that year](#all) · [**1** work in our library](https://md.research.elamur.ai/free/en/venues/journal-of-artificial-intelligence-research/2021/#works) · [**165** citations of these works](https://md.research.elamur.ai/free/en/venues/journal-of-artificial-intelligence-research/2021/#works)

## Most cited papers

By their OpenAlex citations; a paper with our summary links to its page here, the others to the original.

1. **[A Survey on the Explainability of Supervised Machine Learning ↗](https://doi.org/10.1613/jair.1.12228)**Nadia Burkart, Marco F. Huber*990 citations*
2. **[Confident Learning: Estimating Uncertainty in Dataset Labels ↗](https://doi.org/10.1613/jair.1.12125)**Curtis G. Northcutt, Lu Jiang, Isaac L. Chuang*761 citations*
3. **[Benchmark and Survey of Automated Machine Learning Frameworks ↗](https://doi.org/10.1613/jair.1.11854)**Marc-André Zöller, Marco F. Huber*448 citations*
4. **[Socially Responsible AI Algorithms: Issues, Purposes, and Challenges ↗](https://doi.org/10.1613/jair.1.12814)**Lu Cheng, Kush R. Varshney, Huan Liu*261 citations*
5. **[Measuring the Occupational Impact of AI: Tasks, Cognitive Abilities and AI Benchmarks ↗](https://doi.org/10.1613/jair.1.12647)**Songül Tolan, Annarosa Pesole, Fernando Martínez‐Plumed et al.*165 citations*
6. **[Learning from Disagreement: A Survey ↗](https://doi.org/10.1613/jair.1.12752)**Alexandra Uma, Tommaso Fornaciari, Dirk Hovy et al.*144 citations*
7. **[Classifier Chains: A Review and Perspectives ↗](https://doi.org/10.1613/jair.1.12376)**Jesse Read, Bernhard Pfahringer, Geoffrey Holmes et al.*128 citations*
8. **[Game Plan: What AI can do for Football, and What Football can do for AI ↗](https://doi.org/10.1613/jair.1.12505)**Karl Tuyls, Shayegan Omidshafiei, Paul Friedrich Müller et al.*116 citations*
9. **[A Survey of Algorithms for Black-Box Safety Validation of Cyber-Physical Systems ↗](https://doi.org/10.1613/jair.1.12716)**Anthony Corso, Robert J. Moss, Mark Koren et al.*113 citations*
10. **[A Theoretical Perspective on Hyperdimensional Computing ↗](https://doi.org/10.1613/jair.1.12664)**Anthony Hitchcock Thomas, Sanjoy Dasgupta, Tajana Rosing*102 citations*

## All works of the year (101)

The most cited first; 1 with our summary link to their page here, the others to the original.

1. **[A Survey on the Explainability of Supervised Machine Learning ↗](https://doi.org/10.1613/jair.1.12228)**Nadia Burkart, Marco F. Huber*990 citations*
2. **[Confident Learning: Estimating Uncertainty in Dataset Labels ↗](https://doi.org/10.1613/jair.1.12125)**Curtis G. Northcutt, Lu Jiang, Isaac L. Chuang*761 citations*
3. **[Benchmark and Survey of Automated Machine Learning Frameworks ↗](https://doi.org/10.1613/jair.1.11854)**Marc-André Zöller, Marco F. Huber*448 citations*
4. **[Socially Responsible AI Algorithms: Issues, Purposes, and Challenges ↗](https://doi.org/10.1613/jair.1.12814)**Lu Cheng, Kush R. Varshney, Huan Liu*261 citations*
5. **[Measuring the Occupational Impact of AI: Tasks, Cognitive Abilities and AI Benchmarks ↗](https://doi.org/10.1613/jair.1.12647)**Songül Tolan, Annarosa Pesole, Fernando Martínez‐Plumed et al.*165 citations*
6. **[Learning from Disagreement: A Survey ↗](https://doi.org/10.1613/jair.1.12752)**Alexandra Uma, Tommaso Fornaciari, Dirk Hovy et al.*144 citations*
7. **[Classifier Chains: A Review and Perspectives ↗](https://doi.org/10.1613/jair.1.12376)**Jesse Read, Bernhard Pfahringer, Geoffrey Holmes et al.*128 citations*
8. **[Game Plan: What AI can do for Football, and What Football can do for AI ↗](https://doi.org/10.1613/jair.1.12505)**Karl Tuyls, Shayegan Omidshafiei, Paul Friedrich Müller et al.*116 citations*
9. **[A Survey of Algorithms for Black-Box Safety Validation of Cyber-Physical Systems ↗](https://doi.org/10.1613/jair.1.12716)**Anthony Corso, Robert J. Moss, Mark Koren et al.*113 citations*
10. **[A Theoretical Perspective on Hyperdimensional Computing ↗](https://doi.org/10.1613/jair.1.12664)**Anthony Hitchcock Thomas, Sanjoy Dasgupta, Tajana Rosing*102 citations*
11. **[Graph Kernels: A Survey ↗](https://doi.org/10.1613/jair.1.13225)**Giannis Nikolentzos, Giannis Siglidis, Michalis Vazirgiannis*85 citations*
12. **[Ethics and Governance of Artificial Intelligence: Evidence from a Survey of Machine Learning Researchers ↗](https://doi.org/10.1613/jair.1.12895)**Baobao Zhang, Markus Anderljung, Lauren Kahn et al.*82 citations*
13. **[Confronting Abusive Language Online: A Survey from the Ethical and Human Rights Perspective ↗](https://doi.org/10.1613/jair.1.12590)**Svetlana Kiritchenko, Isar Nejadgholi, Kathleen Fraser*78 citations*
14. **[Superintelligence Cannot be Contained: Lessons from Computability Theory ↗](https://doi.org/10.1613/jair.1.12202)**Manuel Alfonseca, Manuel Cebrián, Antonio Fernández Anta et al.*62 citations*
15. **[Taking Principles Seriously: A Hybrid Approach to Value Alignment in Artificial Intelligence ↗](https://doi.org/10.1613/jair.1.12481)**Tae Wan Kim, John F. Hooker, Thomas J. Donaldson*54 citations*
16. **[Trends in Integration of Vision and Language Research: A Survey of Tasks, Datasets, and Methods ↗](https://doi.org/10.1613/jair.1.11688)**Aditya Mogadala, Marimuthu Kalimuthu, Dietrich Klakow*47 citations*
17. **[The Societal Implications of Deep Reinforcement Learning ↗](https://doi.org/10.1613/jair.1.12360)**Jess Whittlestone, Kai Arulkumaran, Matthew Crosby*42 citations*
18. **[Liquid Democracy: An Algorithmic Perspective ↗](https://doi.org/10.1613/jair.1.12261)**Anson Kahng, Simon Mackenzie, Ariel D. Procaccia*37 citations*
19. **[Contrastive Explanations of Plans through Model Restrictions ↗](https://doi.org/10.1613/jair.1.12813)**Benjamin Krarup, Senka Krivić, Daniele Magazzeni et al.*36 citations*
20. **[The Computational Complexity of Understanding Binary Classifier Decisions ↗](https://doi.org/10.1613/jair.1.12359)**Stephan Wäldchen, Jan Macdonald, Sascha Hauch et al.*32 citations*
21. **[Constrained Multiagent Markov Decision Processes: a Taxonomy of Problems and Algorithms ↗](https://doi.org/10.1613/jair.1.12233)**Frits de Nijs, Erwin Walraven, Mathijs M. De Weerdt et al.*31 citations*
22. **[Learning Optimal Decision Sets and Lists with SAT ↗](https://doi.org/10.1613/jair.1.12719)**Jinqiang Yu, Alexey Ignatiev, Peter J. Stuckey et al.*30 citations*
23. **[On Quantifying Literals in Boolean Logic and its Applications to Explainable AI ↗](https://doi.org/10.1613/jair.1.12756)**Adnan Y. Darwiche, Pierre Marquis*30 citations*
24. **[Two-facility Location Games with Minimum Distance Requirement ↗](https://doi.org/10.1613/jair.1.12319)**Xinping Xu, Bo Li, Minming Li et al.*30 citations*
25. **[Lilotane: A Lifted SAT-based Approach to Hierarchical Planning ↗](https://doi.org/10.1613/jair.1.12520)**Dominik Schreiber*29 citations*

[See all 101 papers in Journal of Artificial Intelligence Research 2021 — papers →](https://md.research.elamur.ai/free/en/venues/journal-of-artificial-intelligence-research/2021/papers/)

## Works with our summary in our library (1)

The most cited first (OpenAlex citations plus our library's).

1. **[Can We Automate Scientific Reviewing?](https://md.research.elamur.ai/free/en/papers/yuan-2021-automate-scientific-reviewing/) [Journal of Artificial Intelligence Research](https://md.research.elamur.ai/free/en/venues/journal-of-artificial-intelligence-research/)**Weizhe Yuan, Pengfei Liu, Graham Neubig*2021 · 165 citations*

## Fields

[Arts and Humanities (1)](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Computer Science (1)](https://md.research.elamur.ai/free/en/shelves/computer-science/)

## Top authors

Authors with a page who published here most often: their works here, and the citations of those works.

[🧑‍🔬**Graham Neubig**1 work here · 165 citations](https://md.research.elamur.ai/free/en/authors/graham-neubig/) · [🧑‍🔬**Pengfei Liu**1 work here · 165 citations](https://md.research.elamur.ai/free/en/authors/pengfei-liu/) · [🧑‍🔬**Weizhe Yuan**1 work here · 165 citations](https://md.research.elamur.ai/free/en/authors/weizhe-yuan/)

## Top institutions

Institutions on the bylines of its works here, by the number of works.

[🎓**Carnegie Mellon University** Pittsburgh · United States 1 work here](https://md.research.elamur.ai/free/en/universities/carnegie-mellon-university/)

works and citations from OpenAlex and our library.

- [← previous Journal of Artificial Intelligence Research 2020](https://md.research.elamur.ai/free/en/venues/journal-of-artificial-intelligence-research/2020/)
- [↑ back to Journal of Artificial Intelligence Research](https://md.research.elamur.ai/free/en/venues/journal-of-artificial-intelligence-research/)