---
title: "Journal of Artificial Intelligence Research 2021 — all accepted"
description: "All 101 papers of Journal of Artificial Intelligence Research 2021 · page 1 of 2, the most cited first; those with our summary link to it."
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---
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# Journal of Artificial Intelligence Research 2021: all accepted papers

101 papers · page 1 of 2 · the most cited first · [← Journal of Artificial Intelligence Research 2021](https://md.research.elamur.ai/free/en/venues/journal-of-artificial-intelligence-research/2021/)

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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*
26. **[Multi-Document Summarization with Determinantal Point Process Attention ↗](https://doi.org/10.1613/jair.1.12522)**Laura Perez-Beltrachini, Mirella Lapata*29 citations*
27. **[Multi-Label Classification Neural Networks with Hard Logical Constraints ↗](https://doi.org/10.1613/jair.1.12850)**Eleonora Giunchiglia, Thomas Lukasiewicz*29 citations*
28. **[Viewpoint: AI as Author – Bridging the Gap Between Machine Learning and Literary Theory ↗](https://doi.org/10.1613/jair.1.12593)**Imke van Heerden, Anil Bas*29 citations*
29. **[Conceptual Modeling of Explainable Recommender Systems: An Ontological Formalization to Guide Their Design and Development ↗](https://doi.org/10.1613/jair.1.12789)**Marta Caro-Martínez, Guillermo Jiménez-Díaz, Juan A. Recio-Garcí­a*27 citations*
30. **[Loss Functions, Axioms, and Peer Review ↗](https://doi.org/10.1613/jair.1.12554)**Ritesh Noothigattu, Nihar B. Shah, Ariel D. Procaccia*27 citations*
31. **[MADRaS : Multi Agent Driving Simulator ↗](https://doi.org/10.1613/jair.1.12531)**Anirban Santara, Sohan Rudra, Sree Aditya Buridi et al.*27 citations*
32. **[NLP Methods for Extraction of Symptoms from Unstructured Data for Use in Prognostic COVID-19 Analytic Models ↗](https://doi.org/10.1613/jair.1.12631)**Greg Silverman, Himanshu Shekhar Sahoo, Nicholas E. Ingraham et al.*27 citations*
33. **[EpidemiOptim: A Toolbox for the Optimization of Control Policies in Epidemiological Models ↗](https://doi.org/10.1613/jair.1.12588)**Cédric Colas, Boris P. Hejblum, Sébastien Rouillon et al.*26 citations*
34. **[Task-Aware Verifiable RNN-Based Policies for Partially Observable Markov Decision Processes ↗](https://doi.org/10.1613/jair.1.12963)**Steven Carr, Nils Jansen, Ufuk Topcu*22 citations*
35. **[Induction and Exploitation of Subgoal Automata for Reinforcement Learning ↗](https://doi.org/10.1613/jair.1.12372)**Daniel Furelos-Blanco, Mark Law, Anders Jonsson et al.*21 citations*
36. **[Optimizing for Interpretability in Deep Neural Networks with Tree Regularization ↗](https://doi.org/10.1613/jair.1.12558)**Mike Wu, Sonali Parbhoo, Michael C. Hughes et al.*21 citations*
37. **[Quantum Mathematics in Artificial Intelligence ↗](https://doi.org/10.1613/jair.1.12702)**Dominic Widdows, Kirsty Kitto, Trevor Cohen*21 citations*
38. **[Welfare Guarantees in Schelling Segregation ↗](https://doi.org/10.1613/jair.1.12771)**Martin Bullinger, Warut Suksompong, Alexandros A. Voudouris*21 citations*
39. **[Regarding Goal Bounding and Jump Point Search ↗](https://doi.org/10.1613/jair.1.12255)**Yue Hu, Daniel Harabor, Long Qin et al.*20 citations*
40. **[Weighted First-Order Model Counting in the Two-Variable Fragment With Counting Quantifiers ↗](https://doi.org/10.1613/jair.1.12320)**Ondřej Kuželka*20 citations*
41. **[Experimental Comparison and Survey of Twelve Time Series Anomaly Detection Algorithms ↗](https://doi.org/10.1613/jair.1.12698)**Cynthia Freeman, Jonathan Merriman, Ian Beaver et al.*19 citations*
42. **[General Value Function Networks ↗](https://doi.org/10.1613/jair.1.12105)**Matthew Schlegel, Andrew Jacobsen, Zaheer Abbas et al.*19 citations*
43. **[Safe Multi-Agent Pathfinding with Time Uncertainty ↗](https://doi.org/10.1613/jair.1.12397)**Tomer Shahar, Shashank Shekhar, Dor Atzmon et al.*18 citations*
44. **[Integrated Offline and Online Decision Making under Uncertainty ↗](https://doi.org/10.1613/jair.1.12333)**Allegra De Filippo, Michele Lombardi, Michela Milano*17 citations*
45. **[On the Decomposition of Abstract Dialectical Frameworks and the Complexity of Naive-based Semantics ↗](https://doi.org/10.1613/jair.1.11348)**Sarah Alice Gaggl, Sebastian Rudolph, Hannes Straß*17 citations*
46. **[Agent-Based Markov Modeling for Improved COVID-19 Mitigation Policies ↗](https://doi.org/10.1613/jair.1.12632)**Roberto Capobianco, Varun Raj Kompella, James Ault et al.*15 citations*
47. **[Output Space Entropy Search Framework for Multi-Objective Bayesian Optimization ↗](https://doi.org/10.1613/jair.1.12966)**Syrine Belakaria, Aryan Deshwal, Janardhan Rao Doppa*15 citations*
48. **[Strategyproof Mechanisms for Additively Separable and Fractional Hedonic Games ↗](https://doi.org/10.1613/jair.1.12107)**Michele Flammini, Bojana Kodric, Gianpiero Monaco et al.*15 citations*
49. **[Efficient Local Search based on Dynamic Connectivity Maintenance for Minimum Connected Dominating Set ↗](https://doi.org/10.1613/jair.1.12618)**Xindi Zhang, Bohan Li, Shaowei Cai et al.*14 citations*
50. **[Election Manipulation on Social Networks: Seeding, Edge Removal, Edge Addition ↗](https://doi.org/10.1613/jair.1.12826)**Matteo Castiglioni, Diodato Ferraioli, Nicola Gatti et al.*14 citations*
51. **[Merge-and-Shrink: A Compositional Theory of Transformations of Factored Transition Systems ↗](https://doi.org/10.1613/jair.1.12557)**Silvan Sievers, Malte Helmert*14 citations*
52. **[Playing Codenames with Language Graphs and Word Embeddings ↗](https://doi.org/10.1613/jair.1.12665)**Divya Koyyalagunta, Anna Sun, Rachel Lea Draelos et al.*14 citations*
53. **[Zone pAth Construction (ZAC) based Approaches for Effective Real-Time Ridesharing ↗](https://doi.org/10.1613/jair.1.11998)**Meghna Lowalekar, Pradeep Reddy Varakantham, Patrick Jaillet*14 citations*
54. **[An External Knowledge Enhanced Graph-based Neural Network for Sentence Ordering ↗](https://doi.org/10.1613/jair.1.12078)**Yongjing Yin, Shaopeng Lai, Linfeng Song et al.*13 citations*
55. **[Declarative Algorithms and Complexity Results for Assumption-Based Argumentation ↗](https://doi.org/10.1613/jair.1.12479)**Tuomo Lehtonen, Johannes Peter Wallner, Matti J„ärvisalo*13 citations*
56. **[On the Online Coalition Structure Generation Problem ↗](https://doi.org/10.1613/jair.1.12989)**Michele Flammini, Gianpiero Monaco, Luca Moscardelli et al.*13 citations*
57. **[Intelligence in Strategic Games ↗](https://doi.org/10.1613/jair.1.12883)**Pavel Naumov, Yuan Yuan*12 citations*
58. **[Probabilistic Temporal Networks with Ordinary Distributions: Theory, Robustness and Expected Utility ↗](https://doi.org/10.1613/jair.1.13019)**Michael Saint‐Guillain, Tiago Vaquero, Steve Chien et al.*12 citations*
59. **[Optimally Deceiving a Learning Leader in Stackelberg Games ↗](https://doi.org/10.1613/jair.1.12542)**Georgios Birmpas, Jiarui Gan, Alexandros Hollender et al.*11 citations*
60. **[Representative Committees of Peers ↗](https://doi.org/10.1613/jair.1.12521)**Reshef Meir, Fedor Sandomirskiy, Moshe Tennenholtz*11 citations*
61. **[A Sufficient Statistic for Influence in Structured Multiagent Environments ↗](https://doi.org/10.1613/jair.1.12136)**Frans Adriaan Oliehoek, Stefan Witwicki, Leslie Pack Kaelbling*10 citations*
62. **[Multilabel Classification with Partial Abstention: Bayes-Optimal Prediction under Label Independence ↗](https://doi.org/10.1613/jair.1.12610)**Vu-Linh Nguyen, Eyke Hüllermeier*10 citations*
63. **[Evaluating Strategic Structures in Multi-Agent Inverse Reinforcement Learning ↗](https://doi.org/10.1613/jair.1.12594)**Justin Fu, Andrea Tacchetti, Julien Pérolat et al.*9 citations*
64. **[Hybrid-order Network Consensus for Distributed Multi-agent Systems ↗](https://doi.org/10.1613/jair.1.12061)**Guangqiang Xie, Junyu Chen, Yang Li*9 citations*
65. **[Dimensional Inconsistency Measures and Postulates in Spatio-Temporal Databases ↗](https://doi.org/10.1613/jair.1.12435)**John Grant, María Vanina Martínez, Cristian Molinaro et al.*8 citations*
66. **[Efficient Retrieval of Matrix Factorization-Based Top-k Recommendations: A Survey of Recent Approaches ↗](https://doi.org/10.1613/jair.1.12403)**Dung D. Le, Hady Wirawan Lauw*8 citations*
67. **[Improving the Effectiveness and Efficiency of Stochastic Neighbour Embedding with Isolation Kernel ↗](https://doi.org/10.1613/jair.1.12904)**Ye Zhu, Kai Ming Ting*7 citations*
68. **[A Semi-exact Algorithm for Quickly Computing A Maximum Weight Clique in Large Sparse Graphs ↗](https://doi.org/10.1613/jair.1.12327)**Shaowei Cai, Jinkun Lin, Yiyuan Wang et al.*6 citations*
69. **[Aggregation over Metric Spaces: Proposing and Voting in Elections, Budgeting, and Legislation ↗](https://doi.org/10.1613/jair.1.12388)**Laurent Bulteau, Gal Shahaf, Ehud Y. Shapiro et al.*6 citations*
70. **[Set-to-Sequence Methods in Machine Learning: A Review ↗](https://doi.org/10.1613/jair.1.12839)**Mateusz Jurewicz, Leon Derczynski*6 citations*
71. **[Worst-case Bounds on Power vs. Proportion in Weighted Voting Games with an Application to False-name Manipulation ↗](https://doi.org/10.1613/jair.1.13136)**Yotam Gafni, Ron Lavi, Moshe Tennenholtz*6 citations*
72. **[Computational Complexity of Computing Symmetries in Finite-Domain Planning ↗](https://doi.org/10.1613/jair.1.12283)**Alexander Shleyfman, Peter Jönsson*5 citations*
73. **[Flexible Bayesian Nonlinear Model Configuration ↗](https://doi.org/10.1613/jair.1.13047)**Aliaksandr Hubin, Geir Olve Storvik, Florian Frommlet*5 citations*
74. **[Generic Constraint-based Block Modeling using Constraint Programming ↗](https://doi.org/10.1613/jair.1.12280)**Alex Mattenet, Ian A. K. Davidson, Siegfried Nijssen et al.*5 citations*
75. **[Instance-Level Update in DL-Lite Ontologies through First-Order Rewriting ↗](https://doi.org/10.1613/jair.1.12414)**Giuseppe De Giacomo, Xavier Oriol, Riccardo Rosati et al.*5 citations*
76. **[On the Distortion Value of Elections with Abstention ↗](https://doi.org/10.1613/jair.1.12306)**Masoud Seddighin, Mohammad Latifian, Mohammad Ghodsi*5 citations*
77. **[Teaching People by Justifying Tree Search Decisions: An Empirical Study in Curling ↗](https://doi.org/10.1613/jair.1.13219)**Cleyton R. Silva, Michael Bowling, Levi H. S. Lelis*5 citations*
78. **[Constraint-based Diversification of JOP Gadgets ↗](https://doi.org/10.1613/jair.1.12848)**Rodothea Myrsini Tsoupidi, Roberto Castañeda Lozano, Benoît Baudry*4 citations*
79. **[Learning Realistic Patterns from Visually Unrealistic Stimuli: Generalization and Data Anonymization ↗](https://doi.org/10.1613/jair.1.13252)**Konstantinos Nikolaidis, Stein Kristiansen, Thomas Plagemann et al.*4 citations*
80. **[Relevance in Belief Update ↗](https://doi.org/10.1613/jair.1.12772)**Theofanis I. Aravanis*4 citations*
81. **[Steady-State Planning in Expected Reward Multichain MDPs ↗](https://doi.org/10.1613/jair.1.12611)**George Atia, Andre Beckus, Ismail Alkhouri et al.*4 citations*
82. **[The Rediscovery Hypothesis: Language Models Need to Meet Linguistics ↗](https://doi.org/10.1613/jair.1.12788)**Vassilina Nikoulina, Maxat Tezekbayev, Nuradil Kozhakhmet et al.*4 citations*
83. **[A Tight Bound for Stochastic Submodular Cover ↗](https://doi.org/10.1613/jair.1.12368)**Lisa Hellerstein, Devorah Kletenik, Srinivasan Parthasarathy*3 citations*
84. **[Efficient Multi-objective Reinforcement Learning via Multiple-gradient Descent with Iteratively Discovered Weight-Vector Sets ↗](https://doi.org/10.1613/jair.1.12270)**Yongcan Cao, Huixin Zhan*3 citations*
85. **[Learning Temporal Causal Sequence Relationships from Real-Time Time-Series ↗](https://doi.org/10.1613/jair.1.12395)**Antonio Anastasio Bruto da Costa, Pallab Dasgupta*3 citations*
86. **[Learning over No-Preferred and Preferred Sequence of Items for Robust Recommendation ↗](https://doi.org/10.1613/jair.1.12562)**Aleksandra Burashnikova, Yury Maximov, Marianne Clausel et al.*3 citations*
87. **[RWNE: A Scalable Random-Walk based Network Embedding Framework with Personalized Higher-order Proximity Preserved ↗](https://doi.org/10.1613/jair.1.12567)**Jianxin Li, Cheng Ji, Hao Peng et al.*3 citations*
88. **[sunny-as2: Enhancing SUNNY for Algorithm Selection ↗](https://doi.org/10.1613/jair.1.13116)**Tong Liu, Roberto Amadini, Maurizio Gabbrielli et al.*3 citations*
89. **[Cost-optimal Planning, Delete Relaxation, Approximability, and Heuristics ↗](https://doi.org/10.1613/jair.1.12278)**Christer Bäckström, Peter Jönsson, Sebastian Ordyniak*2 citations*
90. **[Finding the Hardest Formulas for Resolution ↗](https://doi.org/10.1613/jair.1.12589)**Tomáš Peitl, Stefan Szeider*2 citations*
91. **[Goal Recognition for Deceptive Human Agents through Planning and Gaze ↗](https://doi.org/10.1613/jair.1.12518)**Thao N. Le, Ronal Singh, Tim Miller*2 citations*
92. **[Labeled Bipolar Argumentation Frameworks ↗](https://doi.org/10.1613/jair.1.12394)**Melisa Gisselle Escañuela Gonzalez, Maximiliano Celmo David Budán, Gerardo I. Simari et al.*2 citations*
93. **[On the Computational Complexity of Non-Dictatorial Aggregation ↗](https://doi.org/10.1613/jair.1.12476)**John Livieratos, Phokion G. Kolaitis, Lefteris M. Kirousis*2 citations*
94. **[Reasoning with PCP-Nets ↗](https://doi.org/10.1613/jair.1.13009)**Cristina Cornelio, Judy Goldsmith, Umberto Grandi et al.*2 citations*
95. **[On the Evolvability of Monotone Conjunctions with an Evolutionary Mutation Mechanism ↗](https://doi.org/10.1613/jair.1.12050)**Dimitrios I. Diochnos*1 citation*
96. **[Optimal Any-Angle Pathfinding on a Sphere ↗](https://doi.org/10.1613/jair.1.12483)**Volodymyr Rospotniuk, Rupert Small*1 citation*
97. **[Pure Nash Equilibria in Resource Graph Games ↗](https://doi.org/10.1613/jair.1.12668)**Tobias Harks, Max Klimm, Jannik Matuschke*1 citation*
98. **[A Word Selection Method for Producing Interpretable Distributional Semantic Word Vectors ↗](https://doi.org/10.1613/jair.1.13353)**Atefe Pakzad, Morteza Analoui
99. **[Analysis of the Impact of Randomization of Search-Control Parameters in Monte-Carlo Tree Search ↗](https://doi.org/10.1613/jair.1.12065)**Chiara F. Sironi, Mark H. M. Winands
100. **[Conceptual Modeling of Explainable Recommender Systems: An Ontological Formalization to Guide Their Design and Development ↗](https://doi.org/10.5281/zenodo.18093961)**Marta Caro-Martínez, Guillermo Jiménez-Díaz, Juan A. Recio-Garcí­a

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