OOIR: Observatory of International Research

Papers

(The TQCC of Journal of Artificial Intelligence Research is 6. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2021-08-01 to 2025-08-01.)

Article	Citations
Optimality Guarantees for Particle Belief Approximation of POMDPs	229
Practical Parallel Algorithms for Non-Monotone Submodular Maximization	207
Combinatorial Multi-Armed Bandits with Fairness Constraints: An Online Convex Optimization Perspective	135
Flexible Bayesian Nonlinear Model Configuration	107
Graph Kernels: A Survey	99
Can We Automate Scientific Reviewing?	88
Composition and Zero-Shot Transfer with Lattice Structures in Reinforcement Learning	85
Certified Knowledge Compilation with Application to Formally Verified Model Counting	85
A General Model for Aggregating Annotations Across Simple, Complex, and Multi-Object Annotation Tasks	75
Fairness in Influence Maximization through Randomization	74
Learning Optimal Decision Sets and Lists with SAT	68
Improving the Effectiveness and Efficiency of Stochastic Neighbour Embedding with Isolation Kernel	66
Data-Driven Revision of Conditional Norms in Multi-Agent Systems	63
Visually Grounded Models of Spoken Language: A Survey of Datasets, Architectures and Evaluation Techniques	55
Strategy Graphs for Influence Diagrams	53
Enhanced Recommendation Systems with Retrieval-Augmented Large Language Model	52
Uncertainty as a Fairness Measure	51
Program Synthesis with Best-First Bottom-Up Search	50
The State of Computer Vision Research in Africa	47
Scalable Primal Heuristics Using Graph Neural Networks for Combinatorial Optimization	47
Iterative Train Scheduling under Disruption with Maximum Satisfiability	43
Viewpoint: Artificial Intelligence Accidents Waiting to Happen?	42
Domain-Specific Heuristics in Answer Set Programming: A Declarative Non-Monotonic Approach	37
AI Reliance and Decision Quality: Fundamentals, Interdependence, and the Effects of Interventions	36
Quantization Aware Factorization for Deep Neural Network Compression	33

Decision-Focused Learning: Foundations, State of the Art, Benchmark and Future Opportunities	32
Super Level Sets and Exponential Decay: A Synergistic Approach to Stable Neural Network Training	32
Low-Rank Representation of Reinforcement Learning Policies	30
Experimental Design of Extractive Question-Answering Systems: Influence of Error Scores and Answer Length	25
Image Captioning as an Assistive Technology: Lessons Learned from VizWiz 2020 Challenge	24
Conditional Relative Frequency Distributions with Undefined Observations and Generalized Fuzzy Orthopartitions	24
Performative Ethics From Within the Ivory Tower: How CS Practitioners Uphold Systems of Oppression	23
FlexiBERT: Are Current Transformer Architectures too Homogeneous and Rigid?	22
Stackelberg Security Games with Contagious Attacks on a Network: Reallocation to the Rescue	22
Evolutionary Dynamics and Phi-Regret Minimization in Games	22
Threshold Treewidth and Hypertree Width	22
The Complexity of Network Satisfaction Problems for Symmetric Relation Algebras with a Flexible Atom	21
An Overview of Environmental Features that Impact Deep Reinforcement Learning in Sparse-Reward Domains	21
Flexible FOND Planning with Explicit Fairness Assumptions	20
On Expected Value Strong Controllability	19
Introduction to the Special Track on Artificial Intelligence and COVID-19	19
Fair and Efficient Allocation of Scarce Resources Based on Predicted Outcomes: Implications for Homeless Service Delivery	19
Expected 1.x Makespan-Optimal Multi-Agent Path Finding on Grid Graphs in Low Polynomial Time	18
Initialization of Feature Selection Search for Classification	17
AI for All: Identifying AI incidents Related to Diversity and Inclusion	16
Learning to Design Fair and Private Voting Rules	16
Learning to Resolve Social Dilemmas: A Survey	15
Classes of Hard Formulas for QBF Resolution	15
Worst-case Bounds on Power vs. Proportion in Weighted Voting Games with an Application to False-name Manipulation	14
Certified Dominance and Symmetry Breaking for Combinatorial Optimisation	14
Boolean Observation Games	14
Finite Materialisability of Datalog Programs with Metric Temporal Operators	14
On the Indecisiveness of Kelly-Strategyproof Social Choice Functions	13
Predicting Decisions in Language Based Persuasion Games	13
Methods for Recovering Conditional Independence Graphs: A Survey	13
CADS: A Systematic Literature Review on the Challenges of Abstractive Dialogue Summarization	13
On the Convergence of Swap Dynamics to Pareto-Optimal Matchings	12
SAMBA: A Generic Framework for Secure Federated Multi-Armed Bandits	12
Digraph k-Coloring Games: New Algorithms and Experiments	12
Ordinal Maximin Share Approximation for Goods	11
Quantum Mathematics in Artificial Intelligence	11
MRC and Transfer Learning Framework for Document-level Event Factuality Identification with Heterogeneous Spectral Attention Networks	11
Diagnosing AI Explanation Methods with Folk Concepts of Behavior	11
Estimating Agent Skill in Continuous Action Domains	11
Opening the Analogical Portal to Explainability: Can Analogies Help Laypeople in AI-assisted Decision Making?	11
Reinforcement Learning for Generative AI: State of the Art, Opportunities and Open Research Challenges	11
Proof Theory and Decision Procedures for Deontic STIT Logics	10
Detecting AI-Generated Text: Factors Influencing Detectability with Current Methods	10
Impact of Imputation Strategies on Fairness in Machine Learning	10
Fine-grained Prediction of Political Leaning on Social Media with Unsupervised Deep Learning	10
Multi-Modal Attentive Prompt Learning for Few-shot Emotion Recognition in Conversations	10
Ethics and Governance of Artificial Intelligence: Evidence from a Survey of Machine Learning Researchers	10
Fair Influence Maximization in Large-scale Social Networks Based on Attribute-aware Reverse Influence Sampling	10
Proactive Dynamic Distributed Constraint Optimization Problems	10
Value Preferences Estimation and Disambiguation in Hybrid Participatory Systems	10

A Markov Framework for Learning and Reasoning About Strategies in Professional Soccer	9
Towards Generalist Robot Learning from Internet Video: A Survey	9
Exploiting Functional Constraints in Automatic Dominance Breaking for Constraint Optimization	9
Robust Control for Dynamical Systems with Non-Gaussian Noise via Formal Abstractions	9
From Single-Objective to Bi-Objective Maximum Satisfiability Solving	9
On the Evaluation of (Meta-)solver Approaches	8
Finding and Recognizing Popular Coalition Structures	8
An Oracle-Guided Approach to Constrained Policy Synthesis Under Uncertainty	8
Crossing the Conversational Chasm: A Primer on Natural Language Processing for Multilingual Task-Oriented Dialogue Systems	8
TOOLTANGO: Common sense Generalization in Predicting Sequential Tool Interactions for Robot Plan Synthesis	8
Non-Crossing Anonymous MAPF for Tethered Robots	8
Human-in-the-Loop Reinforcement Learning: A Survey and Position on Requirements, Challenges, and Opportunities	8
Maximisation of Admissible Multi-Objective Heuristics	8
On the Parallel Parameterized Complexity of MaxSAT Variants	8
Principles and their Computational Consequences for Argumentation Frameworks with Collective Attacks	7
Qualitative Reasoning about 2D Cardinal Directions using Answer Set Programming	7
How to Tell Easy from Hard: Complexities of Conjunctive Query Entailment in Extensions of ALC	7
A Principled Distributional Approach to Trajectory Similarity Measurement and its Application to Anomaly Detection	7
Reinforcement Learning from Optimization Proxy for Ride-Hailing Vehicle Relocation	7
Doubly Robust Crowdsourcing	7
Joint Optimization of Concave Scalarized Multi-Objective Reinforcement Learning with Policy Gradient Based Algorithm	7
Adversarial Framework with Certified Robustness for Time-Series Domain via Statistical Features	7
Core Challenges in Embodied Vision-Language Planning	7
Mean-Semivariance Policy Optimization via Risk-Averse Reinforcement Learning	7
Inductive Logic Programming At 30: A New Introduction	7
Computational Machine Ethics: A Survey	6
Prediction of Social Dynamic Agents and Long-Tailed Learning Challenges: A Survey	6
Improving Mutual Information Based Feature Selection by Boosting Unique Relevance	6
Neural Character-Level Syntactic Parsing for Chinese	6
Bt-GAN: Generating Fair Synthetic Healthdata via Bias-transforming Generative Adversarial Networks	6
Semantic Alignment of Malicious Question Based on Contrastive Semantic Networks and Data Augmentation	6
Viewpoint: Hybrid Intelligence Supports Application Development for Diabetes Lifestyle Management	6
On Dynamics in Structured Argumentation Formalisms	6
Decentralized Gradient-Quantization Based Matrix Factorization for Fast Privacy-Preserving Point-of-Interest Recommendation	6
Mixed Fair Division: A Survey	6
The Complexity of Subelection Isomorphism Problems	6
The Complexity of Matching Games: A Survey	6
Pure Nash Equilibria in Resource Graph Games	6
Forgetting in Abstract Argumentation: Limits and Possibilities	6
Automatically Finding the Right Probabilities in Bayesian Networks	6