{"total":37,"rows":[{"id":"2101.09320","title":"A systematic literature review on state-of-the-art deep learning methods for process prediction","created":"2021-01-22","cited_by_count":32,"area":null},{"id":"2112.01769","title":"Prescriptive Process Monitoring: Quo Vadis?","created":"2021-12-03","cited_by_count":15,"area":null},{"id":"2112.09641","title":"Embedding Graph Convolutional Networks in Recurrent Neural Networks for Predictive Monitoring","created":"2021-12-17","cited_by_count":12,"area":null},{"id":"2202.12018","title":"Counterfactual Explanations for Predictive Business Process Monitoring","created":"2022-02-24","cited_by_count":12,"area":null},{"id":"2309.07938","title":"An Assessment of ChatGPT on Log Data","created":"2023-09-14","cited_by_count":12,"area":null},{"id":"2102.07838","title":"A Comparison of Deep-Learning Methods for Analysing and Predicting Business Processes","created":"2021-02-11","cited_by_count":11,"area":null},{"id":"2206.07745","title":"When to intervene? Prescriptive Process Monitoring Under Uncertainty and Resource Constraints","created":"2022-06-15","cited_by_count":11,"area":null},{"id":"2304.06412","title":"Quantifying and Explaining Machine Learning Uncertainty in Predictive Process Monitoring: An Operations Research Perspective","created":"2023-04-13","cited_by_count":10,"area":null},{"id":"2109.03501","title":"How do I update my model? On the resilience of Predictive Process Monitoring models to change","created":"2021-09-08","cited_by_count":7,"area":null},{"id":"2104.00362","title":"Evaluating Predictive Business Process Monitoring Approaches on Small Event Logs","created":"2021-04-01","cited_by_count":6,"area":null},{"id":"2106.08027","title":"Multivariate Business Process Representation Learning utilizing Gramian Angular Fields and Convolutional Neural Networks","created":"2021-06-15","cited_by_count":6,"area":null},{"id":"2203.16073","title":"Explainability in Process Outcome Prediction: Guidelines to Obtain Interpretable and Faithful Models","created":"2022-03-30","cited_by_count":5,"area":null},{"id":"2205.05446","title":"Predictive Compliance Monitoring in Process-Aware Information Systems: State of the Art, Functionalities, Research Directions","created":"2022-05-10","cited_by_count":5,"area":null},{"id":"2405.16396","title":"Machine learning in business process management: A systematic literature review","created":"2024-05-26","cited_by_count":5,"area":null},{"id":"2506.03696","title":"Comprehensive Attribute Encoding and Dynamic LSTM HyperModels for Outcome Oriented Predictive Business Process Monitoring","created":"2025-06-04","cited_by_count":5,"area":null},{"id":"2307.05939","title":"Automatically Reconciling the Trade-off between Prediction Accuracy and Earliness in Prescriptive Business Process Monitoring","created":"2023-07-12","cited_by_count":4,"area":null},{"id":"2507.22524","title":"HGCN(O): A Self-Tuning GCN HyperModel Toolkit for Outcome Prediction in Event-Sequence Data","created":"2025-07-30","cited_by_count":4,"area":null},{"id":"2202.07760","title":"Explainable Predictive Process Monitoring: A User Evaluation","created":"2022-02-15","cited_by_count":3,"area":null},{"id":"2301.07624","title":"Performance-Preserving Event Log Sampling for Predictive Monitoring","created":"2023-01-18","cited_by_count":3,"area":null},{"id":"2403.11642","title":"Guiding the generation of counterfactual explanations through temporal background knowledge for Predictive Process Monitoring","created":"2024-03-18","cited_by_count":3,"area":null},{"id":"2212.00695","title":"Explainable Artificial Intelligence for Improved Modeling of Processes","created":"2022-12-01","cited_by_count":2,"area":null},{"id":"2302.04018","title":"A Survey on Event Prediction Methods from a Systems Perspective: Bringing Together Disparate Research Areas","created":"2023-02-08","cited_by_count":2,"area":null},{"id":"2203.15398","title":"Learning to act: a Reinforcement Learning approach to recommend the best next activities","created":"2022-03-29","cited_by_count":1,"area":null},{"id":"2210.09688","title":"Nirdizati: an Advanced Predictive Process Monitoring Toolkit","created":"2022-10-18","cited_by_count":1,"area":null},{"id":"2502.01141","title":"Beyond Yes or No: Predictive Compliance Monitoring Approaches for Quantifying the Magnitude of Compliance Violations","created":"2025-02-03","cited_by_count":1,"area":null},{"id":"2508.08061","title":"From Source to Target: Leveraging Transfer Learning for Predictive Process Monitoring in Organizations","created":"2025-08-11","cited_by_count":1,"area":null},{"id":"2508.17477","title":"A Human-In-The-Loop Approach for Improving Fairness in Predictive Business Process Monitoring","created":"2025-08-24","cited_by_count":1,"area":null},{"id":"2103.16654","title":"A Systematic Literature Review on Process-Aware Recommender Systems","created":"2021-03-30","cited_by_count":0,"area":null},{"id":"2303.14939","title":"Explain, Adapt and Retrain: How to improve the accuracy of a PPM classifier through different explanation styles","created":"2023-03-27","cited_by_count":0,"area":null},{"id":"2307.00080","title":"Inter-case Predictive Process Monitoring: A candidate for Quantum Machine Learning?","created":"2023-06-30","cited_by_count":0,"area":null},{"id":"2403.08836","title":"Structural Positional Encoding for knowledge integration in transformer-based medical process monitoring","created":"2024-03-13","cited_by_count":0,"area":null},{"id":"2407.11043","title":"A Review of AI and Machine Learning Contribution in Predictive Business Process Management (Process Enhancement and Process Improvement Approaches)","created":"2024-07-07","cited_by_count":0,"area":null},{"id":"2409.09212","title":"Extending predictive process monitoring for collaborative processes","created":"2024-09-13","cited_by_count":0,"area":null},{"id":"2503.07638","title":"Leveraging Taxonomy Similarity for Next Activity Prediction in Patient Treatment","created":"2025-03-05","cited_by_count":0,"area":null},{"id":"2505.21339","title":"An Uncertainty-Aware ED-LSTM for Probabilistic Suffix Prediction","created":"2025-05-27","cited_by_count":0,"area":null},{"id":"2508.20021","title":"FairLoop: Software Support for Human-Centric Fairness in Predictive Business Process Monitoring","created":"2025-08-27","cited_by_count":0,"area":null},{"id":"2609.14534","title":"GNN4PPM: Multi-Target Predictive Process Monitoring with Relational Graph Convolutional Networks","created":"2026-09-13","cited_by_count":0,"area":null}],"next_cursor":null}