OOIR: Observatory of International Research

Papers

(The TQCC of Journal of Artificial Intelligence Research is 5. 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 2021-09-01 to 2025-09-01.)

Article	Citations
Optimality Guarantees for Particle Belief Approximation of POMDPs	242
Practical Parallel Algorithms for Non-Monotone Submodular Maximization	211
Combinatorial Multi-Armed Bandits with Fairness Constraints: An Online Convex Optimization Perspective	112
Flexible Bayesian Nonlinear Model Configuration	100
Argumentative Reasoning in ASPIC+ under Incomplete Information	93
Can We Automate Scientific Reviewing?	92
Graph Kernels: A Survey	92
Certified Knowledge Compilation with Application to Formally Verified Model Counting	79
Composition and Zero-Shot Transfer with Lattice Structures in Reinforcement Learning	78
CluMo: Cluster-based Modality Fusion Prompt for Continual Learning in Visual Question Answering	73
A General Model for Aggregating Annotations Across Simple, Complex, and Multi-Object Annotation Tasks	71
Learning Optimal Decision Sets and Lists with SAT	56
Fairness in Influence Maximization through Randomization	55
Enhanced Recommendation Systems with Retrieval-Augmented Large Language Model	54
Decision-Focused Learning: Foundations, State of the Art, Benchmark and Future Opportunities	54
Data-Driven Revision of Conditional Norms in Multi-Agent Systems	53
Visually Grounded Models of Spoken Language: A Survey of Datasets, Architectures and Evaluation Techniques	52
Strategy Graphs for Influence Diagrams	44
Super Level Sets and Exponential Decay: A Synergistic Approach to Stable Neural Network Training	43
Uncertainty as a Fairness Measure	40
Program Synthesis with Best-First Bottom-Up Search	39
Scalable Primal Heuristics Using Graph Neural Networks for Combinatorial Optimization	35
The State of Computer Vision Research in Africa	33
Viewpoint: Artificial Intelligence Accidents Waiting to Happen?	32
Iterative Train Scheduling under Disruption with Maximum Satisfiability	32

Domain-Specific Heuristics in Answer Set Programming: A Declarative Non-Monotonic Approach	28
Quantization Aware Factorization for Deep Neural Network Compression	26
AI Reliance and Decision Quality: Fundamentals, Interdependence, and the Effects of Interventions	26
Low-Rank Representation of Reinforcement Learning Policies	25
Evolutionary Dynamics and Phi-Regret Minimization in Games	24
FlexiBERT: Are Current Transformer Architectures too Homogeneous and Rigid?	24
Conditional Relative Frequency Distributions with Undefined Observations and Generalized Fuzzy Orthopartitions	23
Stackelberg Security Games with Contagious Attacks on a Network: Reallocation to the Rescue	23
Image Captioning as an Assistive Technology: Lessons Learned from VizWiz 2020 Challenge	22
An Overview of Environmental Features that Impact Deep Reinforcement Learning in Sparse-Reward Domains	21
Threshold Treewidth and Hypertree Width	21
Performative Ethics From Within the Ivory Tower: How CS Practitioners Uphold Systems of Oppression	20
Experimental Design of Extractive Question-Answering Systems: Influence of Error Scores and Answer Length	19
The Complexity of Network Satisfaction Problems for Symmetric Relation Algebras with a Flexible Atom	19
Introduction to the Special Track on Artificial Intelligence and COVID-19	18
Flexible FOND Planning with Explicit Fairness Assumptions	18
Fair and Efficient Allocation of Scarce Resources Based on Predicted Outcomes: Implications for Homeless Service Delivery	17
On Expected Value Strong Controllability	17
Learning to Design Fair and Private Voting Rules	16
Expected 1.x Makespan-Optimal Multi-Agent Path Finding on Grid Graphs in Low Polynomial Time	16
Classes of Hard Formulas for QBF Resolution	15
AI for All: Identifying AI incidents Related to Diversity and Inclusion	15
Initialization of Feature Selection Search for Classification	15
Learning to Resolve Social Dilemmas: A Survey	14
Certified Dominance and Symmetry Breaking for Combinatorial Optimisation	14
Finite Materialisability of Datalog Programs with Metric Temporal Operators	14
Methods for Recovering Conditional Independence Graphs: A Survey	13
On the Convergence of Swap Dynamics to Pareto-Optimal Matchings	13
Boolean Observation Games	13
Estimating Agent Skill in Continuous Action Domains	13
On the Indecisiveness of Kelly-Strategyproof Social Choice Functions	13
Digraph k-Coloring Games: New Algorithms and Experiments	13
Quantum Mathematics in Artificial Intelligence	12
Reinforcement Learning for Generative AI: State of the Art, Opportunities and Open Research Challenges	11
SAMBA: A Generic Framework for Secure Federated Multi-Armed Bandits	11
Ordinal Maximin Share Approximation for Goods	11
Worst-case Bounds on Power vs. Proportion in Weighted Voting Games with an Application to False-name Manipulation	11
Impact of Imputation Strategies on Fairness in Machine Learning	11
Diagnosing AI Explanation Methods with Folk Concepts of Behavior	11
Fair Influence Maximization in Large-scale Social Networks Based on Attribute-aware Reverse Influence Sampling	11
CADS: A Systematic Literature Review on the Challenges of Abstractive Dialogue Summarization	11
Detecting AI-Generated Text: Factors Influencing Detectability with Current Methods	10
Proof Theory and Decision Procedures for Deontic STIT Logics	10
A Survey on Data Selection for LLM Instruction Tuning	10
Multi-Modal Attentive Prompt Learning for Few-shot Emotion Recognition in Conversations	10
Proactive Dynamic Distributed Constraint Optimization Problems	10
Fine-grained Prediction of Political Leaning on Social Media with Unsupervised Deep Learning	10
MRC and Transfer Learning Framework for Document-level Event Factuality Identification with Heterogeneous Spectral Attention Networks	10
Predicting Decisions in Language Based Persuasion Games	9
From Single-Objective to Bi-Objective Maximum Satisfiability Solving	9

Incremental Learning Methodologies for Addressing Catastrophic Forgetting: Analysis and Experimental Evaluation	9
Exploiting Functional Constraints in Automatic Dominance Breaking for Constraint Optimization	9
Opening the Analogical Portal to Explainability: Can Analogies Help Laypeople in AI-assisted Decision Making?	9
Value Preferences Estimation and Disambiguation in Hybrid Participatory Systems	9
Towards Generalist Robot Learning from Internet Video: A Survey	9
Human-in-the-Loop Reinforcement Learning: A Survey and Position on Requirements, Challenges, and Opportunities	8
Crossing the Conversational Chasm: A Primer on Natural Language Processing for Multilingual Task-Oriented Dialogue Systems	8
Maximisation of Admissible Multi-Objective Heuristics	8
Robust Control for Dynamical Systems with Non-Gaussian Noise via Formal Abstractions	8
A Markov Framework for Learning and Reasoning About Strategies in Professional Soccer	8
Towards an Ontology-Driven Approach to Document Bias	8
Policy-based Primal-Dual Methods for Concave CMDP with Variance Reduction	8
On the Evaluation of (Meta-)solver Approaches	8
Reinforcement Learning from Optimization Proxy for Ride-Hailing Vehicle Relocation	7
Finding and Recognizing Popular Coalition Structures	7
An Oracle-Guided Approach to Constrained Policy Synthesis Under Uncertainty	7
On the Parallel Parameterized Complexity of MaxSAT Variants	7
TOOLTANGO: Common sense Generalization in Predicting Sequential Tool Interactions for Robot Plan Synthesis	7
Non-Crossing Anonymous MAPF for Tethered Robots	7
A Principled Distributional Approach to Trajectory Similarity Measurement and its Application to Anomaly Detection	7
Adversarial Framework with Certified Robustness for Time-Series Domain via Statistical Features	7
Qualitative Reasoning about 2D Cardinal Directions using Answer Set Programming	7
Principles and their Computational Consequences for Argumentation Frameworks with Collective Attacks	6
Core Challenges in Embodied Vision-Language Planning	6
Mean-Semivariance Policy Optimization via Risk-Averse Reinforcement Learning	6
The Complexity of Subelection Isomorphism Problems	6
MA-LAMA: Exploiting the Multi-Agent Nature of Temporal Planning Problems	6
Doubly Robust Crowdsourcing	6
Semantic Alignment of Malicious Question Based on Contrastive Semantic Networks and Data Augmentation	6
Computational Machine Ethics: A Survey	6
Inductive Logic Programming At 30: A New Introduction	6
How to Tell Easy from Hard: Complexities of Conjunctive Query Entailment in Extensions of ALC	6
Pure Nash Equilibria in Resource Graph Games	6
Joint Optimization of Concave Scalarized Multi-Objective Reinforcement Learning with Policy Gradient Based Algorithm	6
Prediction of Social Dynamic Agents and Long-Tailed Learning Challenges: A Survey	5
Improving Mutual Information Based Feature Selection by Boosting Unique Relevance	5
Bt-GAN: Generating Fair Synthetic Healthdata via Bias-transforming Generative Adversarial Networks	5
On Dynamics in Structured Argumentation Formalisms	5
The Complexity of Matching Games: A Survey	5
On Mitigating the Utility-Loss in Differentially Private Learning: A New Perspective by a Geometrically Inspired Kernel Approach	5
Viewpoint: Hybrid Intelligence Supports Application Development for Diabetes Lifestyle Management	5
Automatically Finding the Right Probabilities in Bayesian Networks	5
Forgetting in Abstract Argumentation: Limits and Possibilities	5
Decentralized Gradient-Quantization Based Matrix Factorization for Fast Privacy-Preserving Point-of-Interest Recommendation	5