| 2025 | ICLR | Interpreting Language Reward Models via Contrastive Explanations. | Junqi Jiang, Tom Bewley, Saumitra Mishra, Freddy Lcu, Manuela Veloso |
| 2025 | ICML | Quantifying Prediction Consistency Under Fine-tuning Multiplicity in Tabular LLMs. | Faisal Hamman, Pasan Dissanayake, Saumitra Mishra, Freddy Lcu, Sanghamitra Dutta |
| 2025 | WWW | Graphusion: A RAG Framework for Scientific Knowledge Graph Construction with a Global Perspective. | Rui Yang, Boming Yang, Xinjie Zhao, Fan Gao, Aosong Feng, Sixun Ouyang, Moritz Blum, Tianwei She, Yuang Jiang, Freddy Lcu, Jinghui Lu, Irene Li |
| 2024 | AAAI | Knowledge-Aware Neuron Interpretation for Scene Classification. | Yong Guan, Freddy Lcu, Jiaoyan Chen, Ru Li, Jeff Z. Pan |
| 2024 | AAAI | SHAP@k: Efficient and Probably Approximately Correct (PAC) Identification of Top-K Features. | Sanjay Kariyappa, Leonidas Tsepenekas, Freddy Lcu, Daniele Magazzeni |
| 2024 | COLING | TacoERE: Cluster-aware Compression for Event Relation Extraction. | Yong Guan, Xiaozhi Wang, Lei Hou, Juanzi Li, Jeff Z. Pan, Jiaoyan Chen, Freddy Lcu |
| 2024 | EACL | Better Explain Transformers by Illuminating Important Information. | Linxin Song, Yan Cui, Ao Luo, Freddy Lcu, Irene Li |
| 2024 | ICML | Progressive Inference: Explaining Decoder-Only Sequence Classification Models Using Intermediate Predictions. | Sanjay Kariyappa, Freddy Lcu, Saumitra Mishra, Christopher Pond, Daniele Magazzeni, Manuela Veloso |
| 2024 | IJCAI | Are Logistic Models Really Interpretable? | Danial Dervovic, Freddy Lcu, Nicolas Marchesotti, Daniele Magazzeni |
| 2024 | WACV | Causal Analysis for Robust Interpretability of Neural Networks. | Ola Ahmad, Nicolas Breux, Loc Baret, Vahid Hashemi, Freddy Lcu |
| 2023 | ACL | Trigger-Argument based Explanation for Event Detection. | Yong Guan, Jiaoyan Chen, Freddy Lcu, Jeff Z. Pan, Juanzi Li, Ru Li |
| 2023 | AIES | REFRESH: Responsible and Efficient Feature Reselection guided by SHAP values. | Shubham Sharma, Sanghamitra Dutta, Emanuele Albini, Freddy Lcu, Daniele Magazzeni, Manuela Veloso |
| 2022 | AAAI | FisheyeHDK: Hyperbolic Deformable Kernel Learning for Ultra-Wide Field-of-View Image Recognition. | Ola Ahmad, Freddy Lcu |
| 2022 | AAAI | A Simplified Benchmark for Ambiguous Explanations of Knowledge Graph Link Prediction Using Relational Graph Convolutional Networks (Student Abstract). | Nicholas Halliwell, Fabien Gandon, Freddy Lcu |
| 2020 | COLING | Towards Knowledge-Augmented Visual Question Answering. | Maryam Ziaeefard, Freddy Lcu |
| 2020 | EMNLP | ConceptBert: Concept-Aware Representation for Visual Question Answering. | Franois Gardres, Maryam Ziaeefard, Baptiste Abeloos, Freddy Lcu |
| 2020 | KR | Ontology-guided Semantic Composition for Zero-shot Learning. | Jiaoyan Chen, Freddy Lcu, Yuxia Geng, Jeff Z. Pan, Huajun Chen |
| 2019 | AAAI | Human-in-the-Loop Feature Selection. | Alvaro H. C. Correia, Freddy Lcu |
| 2019 | AAAI | Amsterdam to Dublin Eventually Delayed? LSTM and Transfer Learning for Predicting Delays of Low Cost Airlines. | Nicholas McCarthy, Mohammad Karzand, Freddy Lcu |
| 2019 | IJCAI | Augmenting Transfer Learning with Semantic Reasoning. | Freddy Lcu, Jiaoyan Chen, Jeff Z. Pan, Huajun Chen |
| 2018 | KR | Knowledge-Based Transfer Learning Explanation. | Jiaoyan Chen, Freddy Lcu, Jeff Z. Pan, Ian Horrocks, Huajun Chen |
| 2017 | IJCAI | Learning from Ontology Streams with Semantic Concept Drift. | Jiaoyan Chen, Freddy Lcu, Jeff Z. Pan, Huajun Chen |
| 2016 | ECAI | Explanatory Diagnosis of an Ontology Stream via Reasoning About Actions. | Quan Yu, Hai Wan, Jiangtao Xu, Freddy Lcu, Liang Chang |
| 2015 | AAAI | Consistent Knowledge Discovery from Evolving Ontologies. | Freddy Lcu, Jeff Z. Pan |
| 2015 | AAAI | Minimizing User Involvement for Accurate Ontology Matching Problems. | Anika Schumann, Freddy Lcu |
| 2015 | IJCAI | Scalable Maintenance of Knowledge Discovery in an Ontology Stream. | Freddy Lcu |
| 2014 | AAAI | Towards Scalable Exploration of Diagnoses in an Ontology Stream. | Freddy Lcu |
| 2014 | CIKM | Towards Consistency Checking over Evolving Ontologies. | Jiewen Wu, Freddy Lcu |
| 2014 | ECAI | Extending Semantic Sensor Networks for Automatically Tackling Smart Building Problems. | Joern Ploennigs, Anika Schumann, Freddy Lcu |
| 2014 | ECAI | Exploiting the Semantic Web for Systems Diagnosis. | Anika Schumann, Freddy Lcu, Joern Ploennigs |
| 2014 | IUI | STAR-CITY: semantic traffic analytics and reasoning for CITY. | Freddy Lcu, Simone Tallevi-Diotallevi, Jer Hayes, Robert Tucker, Veli Bicer, Marco Luca Sbodio, Pierpaolo Tommasi |
| 2013 | IJCAI | Predicting Knowledge in an Ontology Stream. | Freddy Lcu, Jeff Z. Pan |
| 2013 | IUI | Westland row why so slow?: fusing social media and linked data sources for understanding real-time traffic conditions. | Elizabeth M. Daly, Freddy Lcu, Veli Bicer |
| 2012 | AAAI | Diagnosing Changes in An Ontology Stream: A DL Reasoning Approach. | Freddy Lcu |
| 2012 | AAAI | Capturing the Pulse of Cities: Opportunity and Research Challenges for Robust Stream Data Reasoning. | Freddy Lcu, Spyros Kotoulas, Pol Mac Aonghusa |
| 2012 | CaiSE | Cooperative Service Composition. | Nikolay Mehandjiev, Freddy Lcu, Martin Carpenter, Fethi A. Rabhi |
| 2012 | ICWS | Flexible Construction of Complex Service Compositions from Reusable Semantic Knowledge. | Rik Eshuis, Freddy Lcu, Nikolay Mehandjiev |
| 2011 | AAAI | Personalizing Your Web Services with Constructive DL Reasoning Join. | Freddy Lcu |
| 2011 | ICWS | Personalizing Access to Semantic Web Services. | Freddy Lcu |
| 2011 | ICWS | Inferring Data Flow in Semantic Web Service Composition. | Freddy Lcu |
| 2011 | ICWS | A Hybrid Approach to Recommending Semantic Software Services. | Liwei Liu, Freddy Lcu, Nikolay Mehandjiev |
| 2010 | BPM | Empowering Business Users to Model and Execute Business Processes. | Florian Schnabel, Yosu Gorronogoitia, Mateusz Radzimski, Freddy Lcu, Nikolay Mehandjiev, Gianluca Ripa, S. Abels, S. Blood, Adrian Mos, Martin Junghans, Sudhir Agarwal, Jrgen Vogel |
| 2010 | ICWS | SOA4All: An Innovative Integrated Approach to Services Composition. | Freddy Lcu, Yosu Gorronogoitia, Rafael Gonzalez, Mateusz Radzimski, Matteo Villa |
| 2009 | ICSOC | Provider-Composer Negotiations for Semantic Robustness in Service Compositions. | Nikolay Mehandjiev, Freddy Lcu, Usman Wajid |
| 2009 | ICWS | Towards Scalability of Quality Driven Semantic Web Service Composition. | Freddy Lcu, Nikolay Mehandjiev |
| 2008 | ECAI | Optimizing Causal Link Based Web Service Composition. | Freddy Lcu, Alexandre Delteil, Alain Lger |
| 2008 | ICWS | Semantic and Syntactic Data Flow in Web Service Composition. | Freddy Lcu, Samir Salibi, Philippe Bron, Aurlien Moreau |
| 2008 | SAC | Towards the composition of stateful and independent semantic web services. | Freddy Lcu, Alexandre Delteil, Alain Lger |
| 2007 | AAAI | Making the Difference in Semantic Web Service Composition. | Freddy Lcu, Alexandre Delteil |
| 2007 | ICWS | Integrating Discovery and Automated Composition: from Semantic Requirements to Executable Code. | Piergiorgio Bertoli, Jrg Hoffmann, Freddy Lcu, Marco Pistore |
| 2007 | ICWS | Applying Abduction in Semantic Web Service Composition. | Freddy Lcu, Alexandre Delteil, Alain Lger |