Journal of Artificial Intelligence Research 2021: all accepted papers
- A Survey on the Explainability of Supervised Machine Learning ↗Nadia Burkart, Marco F. Huber990 citations
- Confident Learning: Estimating Uncertainty in Dataset Labels ↗Curtis G. Northcutt, Lu Jiang, Isaac L. Chuang761 citations
- Benchmark and Survey of Automated Machine Learning Frameworks ↗Marc-André Zöller, Marco F. Huber448 citations
- Socially Responsible AI Algorithms: Issues, Purposes, and Challenges ↗Lu Cheng, Kush R. Varshney, Huan Liu261 citations
- Measuring the Occupational Impact of AI: Tasks, Cognitive Abilities and AI Benchmarks ↗Songül Tolan, Annarosa Pesole, Fernando Martínez‐Plumed et al.165 citations
- Learning from Disagreement: A Survey ↗Alexandra Uma, Tommaso Fornaciari, Dirk Hovy et al.144 citations
- Classifier Chains: A Review and Perspectives ↗Jesse Read, Bernhard Pfahringer, Geoffrey Holmes et al.128 citations
- Game Plan: What AI can do for Football, and What Football can do for AI ↗Karl Tuyls, Shayegan Omidshafiei, Paul Friedrich Müller et al.116 citations
- A Survey of Algorithms for Black-Box Safety Validation of Cyber-Physical Systems ↗Anthony Corso, Robert J. Moss, Mark Koren et al.113 citations
- A Theoretical Perspective on Hyperdimensional Computing ↗Anthony Hitchcock Thomas, Sanjoy Dasgupta, Tajana Rosing102 citations
- Graph Kernels: A Survey ↗Giannis Nikolentzos, Giannis Siglidis, Michalis Vazirgiannis85 citations
- Ethics and Governance of Artificial Intelligence: Evidence from a Survey of Machine Learning Researchers ↗Baobao Zhang, Markus Anderljung, Lauren Kahn et al.82 citations
- Confronting Abusive Language Online: A Survey from the Ethical and Human Rights Perspective ↗Svetlana Kiritchenko, Isar Nejadgholi, Kathleen Fraser78 citations
- Superintelligence Cannot be Contained: Lessons from Computability Theory ↗Manuel Alfonseca, Manuel Cebrián, Antonio Fernández Anta et al.62 citations
- Taking Principles Seriously: A Hybrid Approach to Value Alignment in Artificial Intelligence ↗Tae Wan Kim, John F. Hooker, Thomas J. Donaldson54 citations
- Trends in Integration of Vision and Language Research: A Survey of Tasks, Datasets, and Methods ↗Aditya Mogadala, Marimuthu Kalimuthu, Dietrich Klakow47 citations
- The Societal Implications of Deep Reinforcement Learning ↗Jess Whittlestone, Kai Arulkumaran, Matthew Crosby42 citations
- Liquid Democracy: An Algorithmic Perspective ↗Anson Kahng, Simon Mackenzie, Ariel D. Procaccia37 citations
- Contrastive Explanations of Plans through Model Restrictions ↗Benjamin Krarup, Senka Krivić, Daniele Magazzeni et al.36 citations
- The Computational Complexity of Understanding Binary Classifier Decisions ↗Stephan Wäldchen, Jan Macdonald, Sascha Hauch et al.32 citations
- Constrained Multiagent Markov Decision Processes: a Taxonomy of Problems and Algorithms ↗Frits de Nijs, Erwin Walraven, Mathijs M. De Weerdt et al.31 citations
- Learning Optimal Decision Sets and Lists with SAT ↗Jinqiang Yu, Alexey Ignatiev, Peter J. Stuckey et al.30 citations
- On Quantifying Literals in Boolean Logic and its Applications to Explainable AI ↗Adnan Y. Darwiche, Pierre Marquis30 citations
- Two-facility Location Games with Minimum Distance Requirement ↗Xinping Xu, Bo Li, Minming Li et al.30 citations
- Lilotane: A Lifted SAT-based Approach to Hierarchical Planning ↗Dominik Schreiber29 citations
- Multi-Document Summarization with Determinantal Point Process Attention ↗Laura Perez-Beltrachini, Mirella Lapata29 citations
- Multi-Label Classification Neural Networks with Hard Logical Constraints ↗Eleonora Giunchiglia, Thomas Lukasiewicz29 citations
- Viewpoint: AI as Author – Bridging the Gap Between Machine Learning and Literary Theory ↗Imke van Heerden, Anil Bas29 citations
- Conceptual Modeling of Explainable Recommender Systems: An Ontological Formalization to Guide Their Design and Development ↗Marta Caro-Martínez, Guillermo Jiménez-Díaz, Juan A. Recio-García27 citations
- Loss Functions, Axioms, and Peer Review ↗Ritesh Noothigattu, Nihar B. Shah, Ariel D. Procaccia27 citations
- MADRaS : Multi Agent Driving Simulator ↗Anirban Santara, Sohan Rudra, Sree Aditya Buridi et al.27 citations
- NLP Methods for Extraction of Symptoms from Unstructured Data for Use in Prognostic COVID-19 Analytic Models ↗Greg Silverman, Himanshu Shekhar Sahoo, Nicholas E. Ingraham et al.27 citations
- EpidemiOptim: A Toolbox for the Optimization of Control Policies in Epidemiological Models ↗Cédric Colas, Boris P. Hejblum, Sébastien Rouillon et al.26 citations
- Task-Aware Verifiable RNN-Based Policies for Partially Observable Markov Decision Processes ↗Steven Carr, Nils Jansen, Ufuk Topcu22 citations
- Induction and Exploitation of Subgoal Automata for Reinforcement Learning ↗Daniel Furelos-Blanco, Mark Law, Anders Jonsson et al.21 citations
- Optimizing for Interpretability in Deep Neural Networks with Tree Regularization ↗Mike Wu, Sonali Parbhoo, Michael C. Hughes et al.21 citations
- Quantum Mathematics in Artificial Intelligence ↗Dominic Widdows, Kirsty Kitto, Trevor Cohen21 citations
- Welfare Guarantees in Schelling Segregation ↗Martin Bullinger, Warut Suksompong, Alexandros A. Voudouris21 citations
- Regarding Goal Bounding and Jump Point Search ↗Yue Hu, Daniel Harabor, Long Qin et al.20 citations
- Weighted First-Order Model Counting in the Two-Variable Fragment With Counting Quantifiers ↗Ondřej Kuželka20 citations
- Experimental Comparison and Survey of Twelve Time Series Anomaly Detection Algorithms ↗Cynthia Freeman, Jonathan Merriman, Ian Beaver et al.19 citations
- General Value Function Networks ↗Matthew Schlegel, Andrew Jacobsen, Zaheer Abbas et al.19 citations
- Safe Multi-Agent Pathfinding with Time Uncertainty ↗Tomer Shahar, Shashank Shekhar, Dor Atzmon et al.18 citations
- Integrated Offline and Online Decision Making under Uncertainty ↗Allegra De Filippo, Michele Lombardi, Michela Milano17 citations
- On the Decomposition of Abstract Dialectical Frameworks and the Complexity of Naive-based Semantics ↗Sarah Alice Gaggl, Sebastian Rudolph, Hannes Straß17 citations
- Agent-Based Markov Modeling for Improved COVID-19 Mitigation Policies ↗Roberto Capobianco, Varun Raj Kompella, James Ault et al.15 citations
- Output Space Entropy Search Framework for Multi-Objective Bayesian Optimization ↗Syrine Belakaria, Aryan Deshwal, Janardhan Rao Doppa15 citations
- Strategyproof Mechanisms for Additively Separable and Fractional Hedonic Games ↗Michele Flammini, Bojana Kodric, Gianpiero Monaco et al.15 citations
- Efficient Local Search based on Dynamic Connectivity Maintenance for Minimum Connected Dominating Set ↗Xindi Zhang, Bohan Li, Shaowei Cai et al.14 citations
- Election Manipulation on Social Networks: Seeding, Edge Removal, Edge Addition ↗Matteo Castiglioni, Diodato Ferraioli, Nicola Gatti et al.14 citations
- Merge-and-Shrink: A Compositional Theory of Transformations of Factored Transition Systems ↗Silvan Sievers, Malte Helmert14 citations
- Playing Codenames with Language Graphs and Word Embeddings ↗Divya Koyyalagunta, Anna Sun, Rachel Lea Draelos et al.14 citations
- Zone pAth Construction (ZAC) based Approaches for Effective Real-Time Ridesharing ↗Meghna Lowalekar, Pradeep Reddy Varakantham, Patrick Jaillet14 citations
- An External Knowledge Enhanced Graph-based Neural Network for Sentence Ordering ↗Yongjing Yin, Shaopeng Lai, Linfeng Song et al.13 citations
- Declarative Algorithms and Complexity Results for Assumption-Based Argumentation ↗Tuomo Lehtonen, Johannes Peter Wallner, Matti Järvisalo13 citations
- On the Online Coalition Structure Generation Problem ↗Michele Flammini, Gianpiero Monaco, Luca Moscardelli et al.13 citations
- Intelligence in Strategic Games ↗Pavel Naumov, Yuan Yuan12 citations
- Probabilistic Temporal Networks with Ordinary Distributions: Theory, Robustness and Expected Utility ↗Michael Saint‐Guillain, Tiago Vaquero, Steve Chien et al.12 citations
- Optimally Deceiving a Learning Leader in Stackelberg Games ↗Georgios Birmpas, Jiarui Gan, Alexandros Hollender et al.11 citations
- Representative Committees of Peers ↗Reshef Meir, Fedor Sandomirskiy, Moshe Tennenholtz11 citations
- A Sufficient Statistic for Influence in Structured Multiagent Environments ↗Frans Adriaan Oliehoek, Stefan Witwicki, Leslie Pack Kaelbling10 citations
- Multilabel Classification with Partial Abstention: Bayes-Optimal Prediction under Label Independence ↗Vu-Linh Nguyen, Eyke Hüllermeier10 citations
- Evaluating Strategic Structures in Multi-Agent Inverse Reinforcement Learning ↗Justin Fu, Andrea Tacchetti, Julien Pérolat et al.9 citations
- Hybrid-order Network Consensus for Distributed Multi-agent Systems ↗Guangqiang Xie, Junyu Chen, Yang Li9 citations
- Dimensional Inconsistency Measures and Postulates in Spatio-Temporal Databases ↗John Grant, María Vanina Martínez, Cristian Molinaro et al.8 citations
- Efficient Retrieval of Matrix Factorization-Based Top-k Recommendations: A Survey of Recent Approaches ↗Dung D. Le, Hady Wirawan Lauw8 citations
- Improving the Effectiveness and Efficiency of Stochastic Neighbour Embedding with Isolation Kernel ↗Ye Zhu, Kai Ming Ting7 citations
- A Semi-exact Algorithm for Quickly Computing A Maximum Weight Clique in Large Sparse Graphs ↗Shaowei Cai, Jinkun Lin, Yiyuan Wang et al.6 citations
- Aggregation over Metric Spaces: Proposing and Voting in Elections, Budgeting, and Legislation ↗Laurent Bulteau, Gal Shahaf, Ehud Y. Shapiro et al.6 citations
- Set-to-Sequence Methods in Machine Learning: A Review ↗Mateusz Jurewicz, Leon Derczynski6 citations
- Worst-case Bounds on Power vs. Proportion in Weighted Voting Games with an Application to False-name Manipulation ↗Yotam Gafni, Ron Lavi, Moshe Tennenholtz6 citations
- Computational Complexity of Computing Symmetries in Finite-Domain Planning ↗Alexander Shleyfman, Peter Jönsson5 citations
- Flexible Bayesian Nonlinear Model Configuration ↗Aliaksandr Hubin, Geir Olve Storvik, Florian Frommlet5 citations
- Generic Constraint-based Block Modeling using Constraint Programming ↗Alex Mattenet, Ian A. K. Davidson, Siegfried Nijssen et al.5 citations
- Instance-Level Update in DL-Lite Ontologies through First-Order Rewriting ↗Giuseppe De Giacomo, Xavier Oriol, Riccardo Rosati et al.5 citations
- On the Distortion Value of Elections with Abstention ↗Masoud Seddighin, Mohammad Latifian, Mohammad Ghodsi5 citations
- Teaching People by Justifying Tree Search Decisions: An Empirical Study in Curling ↗Cleyton R. Silva, Michael Bowling, Levi H. S. Lelis5 citations
- Constraint-based Diversification of JOP Gadgets ↗Rodothea Myrsini Tsoupidi, Roberto Castañeda Lozano, Benoît Baudry4 citations
- Learning Realistic Patterns from Visually Unrealistic Stimuli: Generalization and Data Anonymization ↗Konstantinos Nikolaidis, Stein Kristiansen, Thomas Plagemann et al.4 citations
- Relevance in Belief Update ↗Theofanis I. Aravanis4 citations
- Steady-State Planning in Expected Reward Multichain MDPs ↗George Atia, Andre Beckus, Ismail Alkhouri et al.4 citations
- The Rediscovery Hypothesis: Language Models Need to Meet Linguistics ↗Vassilina Nikoulina, Maxat Tezekbayev, Nuradil Kozhakhmet et al.4 citations
- A Tight Bound for Stochastic Submodular Cover ↗Lisa Hellerstein, Devorah Kletenik, Srinivasan Parthasarathy3 citations
- Efficient Multi-objective Reinforcement Learning via Multiple-gradient Descent with Iteratively Discovered Weight-Vector Sets ↗Yongcan Cao, Huixin Zhan3 citations
- Learning Temporal Causal Sequence Relationships from Real-Time Time-Series ↗Antonio Anastasio Bruto da Costa, Pallab Dasgupta3 citations
- Learning over No-Preferred and Preferred Sequence of Items for Robust Recommendation ↗Aleksandra Burashnikova, Yury Maximov, Marianne Clausel et al.3 citations
- RWNE: A Scalable Random-Walk based Network Embedding Framework with Personalized Higher-order Proximity Preserved ↗Jianxin Li, Cheng Ji, Hao Peng et al.3 citations
- sunny-as2: Enhancing SUNNY for Algorithm Selection ↗Tong Liu, Roberto Amadini, Maurizio Gabbrielli et al.3 citations
- Cost-optimal Planning, Delete Relaxation, Approximability, and Heuristics ↗Christer Bäckström, Peter Jönsson, Sebastian Ordyniak2 citations
- Finding the Hardest Formulas for Resolution ↗Tomáš Peitl, Stefan Szeider2 citations
- Goal Recognition for Deceptive Human Agents through Planning and Gaze ↗Thao N. Le, Ronal Singh, Tim Miller2 citations
- Labeled Bipolar Argumentation Frameworks ↗Melisa Gisselle Escañuela Gonzalez, Maximiliano Celmo David Budán, Gerardo I. Simari et al.2 citations
- On the Computational Complexity of Non-Dictatorial Aggregation ↗John Livieratos, Phokion G. Kolaitis, Lefteris M. Kirousis2 citations
- Reasoning with PCP-Nets ↗Cristina Cornelio, Judy Goldsmith, Umberto Grandi et al.2 citations
- On the Evolvability of Monotone Conjunctions with an Evolutionary Mutation Mechanism ↗Dimitrios I. Diochnos1 citation
- Optimal Any-Angle Pathfinding on a Sphere ↗Volodymyr Rospotniuk, Rupert Small1 citation
- Pure Nash Equilibria in Resource Graph Games ↗Tobias Harks, Max Klimm, Jannik Matuschke1 citation
- A Word Selection Method for Producing Interpretable Distributional Semantic Word Vectors ↗Atefe Pakzad, Morteza Analoui
- Analysis of the Impact of Randomization of Search-Control Parameters in Monte-Carlo Tree Search ↗Chiara F. Sironi, Mark H. M. Winands
- Conceptual Modeling of Explainable Recommender Systems: An Ontological Formalization to Guide Their Design and Development ↗Marta Caro-Martínez, Guillermo Jiménez-Díaz, Juan A. Recio-García
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