publications

2026

2026

1. Adaptive Autoguidance for Item-Side Fairness in Diffusion Recommender Systems

   Zihan Li, Gustavo Escobedo, Oleg Lesota, and 2 more authors

   In Proceedings of the 49th International ACM SIGIR Conference on Research and Development in Information Retrieval, Jul 2026

   Bib

   @inproceedings{Li2026DiffusionFairness,
     title = {Adaptive Autoguidance for Item-Side Fairness in Diffusion Recommender Systems},
     author = {Li, Zihan and Escobedo, Gustavo and Lesota, Oleg and Moscati, Marta and Schedl, Markus},
     booktitle = {Proceedings of the 49th International ACM SIGIR Conference on Research and Development in Information Retrieval},
     publisher = {Association for Computing Machinery},
     year = {2026},
     month = jul,
   }

2. Linking Faces and Voices Across Languages: Insights from the FAME 2026 Challenge

   Marta Moscati, Ahmed Abdullah, Muhammad Saad Saeed, and 7 more authors

   In Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), May 2026

   Bib

   @inproceedings{Moscati2026FAME_linking,
     title = {Linking Faces and Voices Across Languages: Insights from the FAME 2026 Challenge},
     author = {Moscati, Marta and Abdullah, Ahmed and Saeed, Muhammad Saad and Nawaz, Shah and Das, Rohan Kumar and Zaheer, Muhammad Zaigham and Mir, Junaid and Yousaf, Muhammad Haroon and Malik, Khalid Mahmood and Schedl, Markus},
     booktitle = {Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
     year = {2026},
     month = may,
   }

3. SB-BEVFusion: Enhancing the Robustness against Sensor Malfunction and Corruptions

   Markus Essl, Marta Moscati, Mubashir Noman, and 4 more authors

   In Proceedings of the IEEE International Conference on Image Processing (ICIP), Sep 2026

   Bib

   @inproceedings{Essl2026SBBEVFusion,
     title = {SB-BEVFusion: Enhancing the Robustness against Sensor Malfunction and Corruptions},
     author = {Essl, Markus and Moscati, Marta and Noman, Mubashir and Zaheer, Muhammad Zaigham and Naseem, Usman and Nawaz, Shah and Schedl, Markus},
     booktitle = {Proceedings of the IEEE International Conference on Image Processing (ICIP)},
     year = {2026},
     month = sep,
   }

4. Networked Tastes: Homophily for Music Recommendation

   Marta Moscati, Xinwei Xu, and Markus Schedl

   In Workshops Proceedings of the 34th ACM Conference on User Modeling, Adaptation and Personalization (UMAP), Gothenburg, Sweden, Jun 2026

   Bib

   @inproceedings{Moscati2026NetworkedTastes,
     title = {Networked Tastes: Homophily for Music Recommendation},
     author = {Moscati, Marta and Xu, Xinwei and Schedl, Markus},
     booktitle = {Workshops Proceedings of the 34th ACM Conference on User Modeling, Adaptation and Personalization (UMAP)},
     location = {Gothenburg, Sweden},
     year = {2026},
     month = jun,
   }

5. 

   Face-Voice Association with Inductive Bias for Maximum Class Separation

   Marta Moscati, Oleksandr Kats, Mubashir Noman, and 4 more authors

   In Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), May 2026

   Bib

   @inproceedings{Moscati2026ICASSP_MSM,
     title = {Face-Voice Association with Inductive Bias for Maximum Class Separation},
     author = {Moscati, Marta and Kats, Oleksandr and Noman, Mubashir and Zaheer, Muhammad Zaigham and Hou, Yufang and Schedl, Markus and Nawaz, Shah},
     booktitle = {Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
     year = {2026},
     month = may,
   }

2025

2025

1. Music4All A+A: A Multimodal Dataset for Music Information Retrieval Tasks

   Jonas Geiger, Marta Moscati, Shah Nawaz, and 1 more author

   In Proceedings of the 22nd IEEE International Conference on Content-based Multimedia Indexing (CBMI), Oct 2025

   Bib

   @inproceedings{Geiger2025Music4AllAA,
     title = {Music4All A+A: A Multimodal Dataset for Music Information Retrieval Tasks},
     author = {Geiger, Jonas and Moscati, Marta and Nawaz, Shah and Schedl, Markus},
     booktitle = {Proceedings of the 22nd IEEE International Conference on Content-based Multimedia Indexing (CBMI)},
     year = {2025},
     month = oct,
   }

2. Single-Branch Network Architectures to Close the Modality Gap in Multimodal Recommendation

   Christian Ganhör, Marta Moscati, Anna Hausberger, and 2 more authors

   In ACM Transactions on Recommender Systems, Jul 2025

   DOI Bib

   @inproceedings{Ganhor2025SiBraR_TORS,
     title = {Single-Branch Network Architectures to Close the Modality Gap in Multimodal Recommendation},
     author = {Ganh{\"o}r, Christian and Moscati, Marta and Hausberger, Anna and Nawaz, Shah and Schedl, Markus},
     booktitle = {ACM Transactions on Recommender Systems},
     publisher = {Association for Computing Machinery},
     doi = {10.1145/3769430},
     url = {https://dl.acm.org/doi/10.1145/3769430},
     year = {2025},
     month = jul,
   }

3. Single-Branch Architectures for Recommendation

   Marta Moscati

   In DaQuaMRec Workshop on Data Quality-Aware Multimodal Recommendation co-located with RecSys, Sep 2025

   Bib

   @inproceedings{Moscati2025SiBraR_workshop,
     title = {Single-Branch Architectures for Recommendation},
     author = {Moscati, Marta},
     booktitle = {DaQuaMRec Workshop on Data Quality-Aware Multimodal Recommendation co-located with RecSys},
     year = {2025},
     month = sep,
   }

4. 

   Parameter-Efficient Single Collaborative Branch for Recommendation

   Marta Moscati, Shah Nawaz, and Markus Schedl

   In Proceedings of the 19th ACM Conference on Recommender Systems, Sep 2025

   DOI Bib

   @inproceedings{Moscati2025CoBraR,
     title = {Parameter-Efficient Single Collaborative Branch for Recommendation},
     author = {Moscati, Marta and Nawaz, Shah and Schedl, Markus},
     booktitle = {Proceedings of the 19th ACM Conference on Recommender Systems},
     publisher = {Association for Computing Machinery},
     address = {New York, NY, USA},
     doi = {10.1145/3705328.3759302},
     url = {https://doi.org/10.1145/3705328.3759302},
     pages = {1256–1260},
     year = {2025},
     month = sep,
   }

5. 

   Audio, Lyrics, Videoclips, Interactions? An Analysis of Uni- and Multi-Modal Music Retrieval Systems in Terms of Accuracy and Beyond-Accuracy Aspects

   Marta Moscati, Gustavo Escobedo, Eduardo Hernandez, and 2 more authors

   In Proc. of the Workshop on Music Recommender Systems (MuRS) co-located with the ACM Conference on Recommender Systems (RecSys), Prague, Czech Republic, Sep 2025

   Bib

   @inproceedings{moscati2025multimodal_music_retrieval,
     title = {Audio, Lyrics, Videoclips, Interactions? An Analysis of Uni- and Multi-Modal Music Retrieval Systems in Terms of Accuracy and Beyond-Accuracy Aspects},
     author = {Moscati, Marta and Escobedo, Gustavo and Hernandez, Eduardo and Pech\'{e}, Jonas and Schedl, Markus},
     booktitle = {Proc. of the Workshop on Music Recommender Systems (MuRS) co-located with the ACM Conference on Recommender Systems (RecSys)},
     location = {Prague, Czech Republic},
     year = {2025},
     url = {https://ceur-ws.org/Vol-4045/},
     month = sep,
   }

6. 

   Familiarizing with Music: Discovery Patterns for Different Music Discovery Needs

   Marta Moscati, Afchar Darius, Markus Schedl, and 1 more author

   In Proceedings of the 33rd ACM Conference on User Modeling, Adaptation and Personalization, New York, NY, United States, Jun 2025

   DOI Bib

   @inproceedings{Moscati2025UMAP_discoveryPattern,
     title = {Familiarizing with Music: Discovery Patterns for Different Music Discovery Needs},
     author = {Moscati, Marta and Darius, Afchar and Schedl, Markus and Bruno, Sguerra},
     booktitle = {Proceedings of the 33rd ACM Conference on User Modeling, Adaptation and Personalization},
     publisher = {Association for Computing Machinery},
     doi = {https://doi.org/10.1145/3699682.3728333},
     url = {https://dl.acm.org/doi/proceedings/10.1145/3699682},
     pages = {63-73},
     month = jun,
     location = {New York, NY, United States},
     year = {2025},
   }

7. 

   Nuanced Music Emotion Recognition via a Semi-Supervised Multi-Relational Graph Neural Network

   Andreas Peintner, Marta Moscati, Yu Kinoshita, and 6 more authors

   In Transactions of the International Society for Music Information Retrieval, Apr 2025

   DOI Bib

   @inproceedings{Peintner2025emotional_rec,
     title = {Nuanced Music Emotion Recognition via a Semi-Supervised Multi-Relational Graph Neural Network},
     author = {Peintner, Andreas and Moscati, Marta and Kinoshita, Yu and Vogl, Richard and Knees, Peter and Schedl, Markus and Strauss, Hannah and Zenter, Marcel and Zangerle, Eva},
     booktitle = {Transactions of the International Society for Music Information Retrieval},
     publisher = {Association for Computing Machinery},
     doi = {10.5334/tismir.235},
     url = {https://transactions.ismir.net/},
     volume = {8},
     pages = {140-153},
     month = apr,
     year = {2025},
   }

2024

2024

1. Psychology-informed Information Access Systems Workshop

   Markus Schedl, Marta Moscati, Bruno Sguerra, and 2 more authors

   In Proceedings of the 17th ACM International Conference on Web Search and Data Mining (WSDM), Mar 2024

   Bib

   @inproceedings{Schedl2024PIAS_workshop,
     title = {Psychology-informed Information Access Systems Workshop},
     author = {Schedl, Markus and Moscati, Marta and Sguerra, Bruno and Hennequin, Romain and Lex, Elisabeth},
     booktitle = {Proceedings of the 17th ACM International Conference on Web Search and Data Mining (WSDM)},
     publisher = {Association for Computing Machinery},
     year = {2024},
     month = mar,
   }

2. 

   A Multimodal Single-Branch Embedding Network for Recommendation in Cold-Start and Missing Modality Scenarios

   Christian Ganhör^*, Marta Moscati^*, Anna Hausberger, and 2 more authors

   In Proceedings of the 18th ACM Conference on Recommender Systems (RecSys), Bari, Italy, Oct 2024

   DOI Bib

   @inproceedings{ganhoer_moscati2024sibrar,
     title = {A Multimodal Single-Branch Embedding Network for Recommendation in Cold-Start and Missing Modality Scenarios},
     author = {Ganhör, Christian and Moscati, Marta and Hausberger, Anna and Nawaz, Shah and Schedl, Markus},
     booktitle = {Proceedings of the 18th ACM Conference on Recommender Systems (RecSys)},
     publisher = {*\textbf{Equal contributions}},
     address = {New York, NY, USA},
     url = {https://doi.org/10.1145/3640457.3688138},
     doi = {10.1145/3640457.3688138},
     pages = {380–390},
     location = {Bari, Italy},
     year = {2024},
     month = oct,
   }

3. 

   Multimodal Representation Learning for high-quality Recommendations in Cold-start and Beyond-Accuracy

   Marta Moscati

   In Proceedings of the 18th ACM Conference on Recommender Systems (RecSys), Bari, Italy, Oct 2024

   Bib

   @inproceedings{Moscati2024multimodal_rec,
     title = {Multimodal Representation Learning for high-quality Recommendations in Cold-start and Beyond-Accuracy},
     author = {Moscati, Marta},
     booktitle = {Proceedings of the 18th ACM Conference on Recommender Systems (RecSys)},
     publisher = {Association for Computing Machinery},
     address = {New York, NY, USA},
     location = {Bari, Italy},
     year = {2024},
     month = oct,
   }

4. 

   Making Alice Appear Like Bob: A Probabilistic Preference Obfuscation Method For Implicit Feedback Recommendation Models

   Gustavo Escobedo, Marta Moscati, Peter Müllner, and 4 more authors

   In Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2024), Vilnius, Lithuania, Sep 2024

   Bib

   @inproceedings{Escobedo2024SBO,
     title = {Making Alice Appear Like Bob: A Probabilistic Preference Obfuscation Method For Implicit Feedback Recommendation Models},
     author = {Escobedo, Gustavo and Moscati, Marta and Müllner, Peter and Kopeinik, Simone and Kowald, Dominik and Lex, Elisabeth and Schedl, Markus},
     booktitle = {Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2024)},
     location = {Vilnius, Lithuania},
     pages = {349--365},
     month = sep,
     year = {2024},
   }

5. 

   A Synopsis of FAME 2024 Challenge: Associating Faces with Voices in Multilingual Environments

   Muhammad Saad Saeed^*, Shah Nawaz^*, Marta Moscati^*, and 8 more authors

   In Companion of the 32nd ACM International Conference on Multimedia (MM), Melbourne, Australia, Oct 2024

   DOI Bib

   @inproceedings{nawaz2024fame,
     title = {A Synopsis of FAME 2024 Challenge: Associating Faces with Voices in Multilingual Environments},
     author = {Saeed, Muhammad Saad and Nawaz, Shah and Moscati, Marta and Kumar Das, Rohan and Tahir, Muhammad Salman and Zaheer, Muhammad Zaigham and Liaqat, Muhammad Irzam and Khan, Muhammad Haris and Nandakumar, Karthik and Yousaf, Muhammad Haroon and Schedl, Markus},
     booktitle = {Companion of the 32nd ACM International Conference on Multimedia (MM)},
     publisher = {*\textbf{Equal contributions}},
     address = {New York, NY, USA},
     doi = {10.1145/3674955.3685797},
     location = {Melbourne, Australia},
     year = {2024},
     month = oct,
   }

6. 

   Emotion-Based Music Recommendation from Quality Annotations and Large-Scale User-Generated Tags

   Marta Moscati, Hannah Strauß, Peer-Ole Jacobsen, and 4 more authors

   In Proceedings of the 32nd ACM Conference on User Modeling, Adaptation and Personalization (UMAP), Cagliari, Italy, Jun 2024

   DOI Bib

   @inproceedings{Moscati2024emomrs,
     title = {Emotion-Based Music Recommendation from Quality Annotations and Large-Scale User-Generated Tags},
     author = {Moscati, Marta and Strauß, Hannah and Jacobsen, Peer-Ole and Peintner, Andreas and Zangerle, Eva and Zentner, Marcel and Schedl, Markus},
     booktitle = {Proceedings of the 32nd ACM Conference on User Modeling, Adaptation and Personalization (UMAP)},
     publisher = {Association for Computing Machinery},
     address = {New York, NY, USA},
     doi = {10.1145/3627043.3659540},
     location = {Cagliari, Italy},
     year = {2024},
     month = jun,
   }

2023

2023

1. 

   Integrating the ACT-R Framework with Collaborative Filtering for Explainable Sequential Music Recommendation

   Marta Moscati, Christian Wallmann, Markus Reiter-Haas, and 3 more authors

   In Proc. of ACM RecSys, Singapore, Sep 2023

   Bib

   @inproceedings{Moscati2023actr_cf_music,
     title = {Integrating the ACT-R Framework with Collaborative Filtering for Explainable Sequential Music Recommendation},
     author = {Moscati, Marta and Wallmann, Christian and Reiter-Haas, Markus and Kowald, Dominik and Lex, Elisabeth and Schedl, Markus},
     booktitle = {Proc. of ACM RecSys},
     location = {Singapore},
     year = {2023},
     month = sep,
   }

2. 

   Multiobjective Hyperparameter Optimization of Recommender Systems

   Marta Moscati, Yashar Deldjoo, Giulio Davide Carparelli, and 1 more author

   In Proc. of Perspectives – ACM RecSys, Singapore, Sep 2023

   Bib

   @inproceedings{Moscati2023MultiObjectiveHyperOpt,
     title = {Multiobjective Hyperparameter Optimization of Recommender Systems},
     author = {Moscati, Marta and Deldjoo, Yashar and Carparelli, Giulio Davide and Schedl, Markus},
     booktitle = {Proc. of Perspectives -- ACM RecSys},
     location = {Singapore},
     year = {2023},
     month = sep,
   }

2022

2022

1. 

   Music4All-Onion – A Large-Scale Multi-Faceted Content-Centric Music Recommendation Dataset

   Marta Moscati, Emilia Parada-Cabaleiro, Yashar Deldjoo, and 2 more authors

   In Proc. of CIKM, Oct 2022

   Bib

   @inproceedings{onion,
     author = {Moscati, Marta and Parada-Cabaleiro, Emilia and Deldjoo, Yashar and Zangerle, Eva and Schedl, Markus},
     title = {Music4All-Onion -- A Large-Scale Multi-Faceted Content-Centric Music Recommendation Dataset},
     year = {2022},
     booktitle = {Proc. of CIKM},
     pages = {4339–4343},
     numpages = {5},
     month = oct,
   }

2. 

   Unsupervised Graph Embeddings for Session-based Recommendation with Item Features

   Andreas Peintner, Marta Moscati, Emilia Parada-Cabaleiro, and 2 more authors

   In Proc. of CARS – ACM RecSys, Sep 2022

   Bib

   @inproceedings{peintner:cars:2022,
     author = {Peintner, Andreas and Moscati, Marta and Parada-Cabaleiro, Emilia and Schedl, Markus and Zangerle, Eva},
     booktitle = {Proc. of CARS -- ACM RecSys},
     title = {Unsupervised Graph Embeddings for Session-based Recommendation with Item Features},
     year = {2022},
     month = sep,
   }

2019

2019

1. 

   Lepton Flavour Non-Universality - From Effective Field Theory to Extended Gauge Models

   Marta Moscati

   KIT, Karlsruhe, Oct 2019

   Bib

   @phdthesis{Moscati:2019esr,
     author = {Moscati, Marta},
     title = {{Lepton Flavour Non-Universality - From Effective Field Theory to Extended Gauge Models}},
     school = {KIT, Karlsruhe},
     year = {2019},
     month = oct,
   }

2. 

   New Physics in b→cτν: Impact of Polarisation Observables and B_c→τν 

   Marta Moscati

   In Proc. of FPCP, May 2019

   Bib

   @inproceedings{Moscati:2019unl,
     author = {Moscati, Marta},
     title = {{New Physics in b{\rightarrow}c\tau\nu: Impact of Polarisation Observables and  B<sub>c</sub>{\rightarrow}\tau\nu~}},
     booktitle = {{Proc. of FPCP}},
     year = {2019},
     month = may,
   }

3. 

   Interplay of R_D^(*) and Zll in the Scalar Leptoquark Scenario

   Marta Moscati, Monika Blanke, and Ulrich Nierste

   Springer Proc. Phys., Jun 2019

   Bib

   @article{Blanke:2019aao,
     author = {Moscati, Marta and Blanke, Monika and Nierste, Ulrich},
     title = {{Interplay of {R<sub>{D<sup>{(*)}}</sup>}</sub> and $Zll$ in the Scalar Leptoquark Scenario}},
     journal = {Springer Proc. Phys.},
     volume = {234},
     pages = {431--437},
     year = {2019},
     month = jun,
   }

4. 

   Addendum to “Impact of polarization observables and B_c→τν  on new physics explanations of the b→cτν  anomaly”

   Marta Moscati, Monika Blanke, Andreas Crivellin, and 3 more authors

   Phys. Rev. D, Aug 2019

   Bib

   @article{Blanke:2019qrx,
     author = {Moscati, Marta and Blanke, Monika and Crivellin, Andreas and Kitahara, Teppei and Nierste, Ulrich and Ni\v{s}and\v{z}i\'c, Ivan},
     title = {{Addendum to \textquotedblleft{}Impact of polarization observables and  B<sub>c</sub>{\rightarrow}\tau\nu~ on new physics explanations of the b{\rightarrow}c\tau\nu~ anomaly''}},
     journal = {Phys. Rev. D},
     volume = {100},
     number = {10},
     pages = {035035},
     year = {2019},
     month = aug,
   }

5. 

   Impact of polarization observables and B_c→τν on new physics explanations of the b→cτν  anomaly

   Marta Moscati, Monika Blanke, Andreas Crivellin, and 4 more authors

   Phys. Rev. D, Jan 2019

   Bib

   @article{Blanke:2018yud,
     author = {Moscati, Marta and Blanke, Monika and Crivellin, Andreas and de Boer, Stefan and Kitahara, Teppei and Nierste, Ulrich and Ni\v{s}and\v{z}i\'c, Ivan},
     title = {{Impact of polarization observables and B<sub>c</sub>{\rightarrow}\tau\nu~on new physics explanations of the b{\rightarrow}c\tau\nu~ anomaly}},
     journal = {Phys. Rev. D},
     volume = {99},
     number = {7},
     pages = {075006},
     year = {2019},
     month = jan,
   }

2018

2018

1. 

   Nonminimal 331 model for lepton flavor universality violation in b→sll decays

   Marta Moscati, Sébastien Descotes-Genon, and Giulia Ricciardi

   Phys. Rev. D, Dec 2018

   Bib

   @article{Descotes-Genon:2017ptp,
     author = {Moscati, Marta and Descotes-Genon, S\'ebastien and Ricciardi, Giulia},
     title = {{Nonminimal 331 model for lepton flavor universality violation in $b{\rightarrow}sll$ decays}},
     journal = {Phys. Rev. D},
     volume = {98},
     number = {11},
     pages = {115030},
     year = {2018},
     month = dec,
   }