publications

2026

1. 

   Behavior-Consistent Deep Reinforcement Learning

   Marcel Hussing ,  Liv G. d’Aliberti ,  Claas Voelcker, and 2 more authors

   arXiv preprint arXiv:2605.21214, 2026

   Preprint

   arXiv Post Bib

   @article{hussing2026behaviorconsistentdeepreinforcementlearning,
     title = {Behavior-Consistent Deep Reinforcement Learning},
     author = {Hussing, Marcel and d'Aliberti, Liv G. and Voelcker, Claas and Eysenbach, Benjamin and Eaton, Eric},
     journal = {arXiv preprint arXiv:2605.21214},
     year = {2026},
     eprint = {2605.21214},
     archiveprefix = {arXiv},
     primaryclass = {cs.LG},
     url = {https://arxiv.org/abs/2605.21214},
     post = {https://x.com/livdaliberti/status/2057876641653670026},
     note = {Preprint},
   }

2. 

   The Illusion of Insight in Reasoning Models

   Liv G. d’Aliberti  and  Manoel Horta Ribeiro

   In ACL Findings, 2026

   arXiv Post Bib Code Poster

   @inproceedings{daliberti2026illusioninsightreasoningmodels,
     title = {The Illusion of Insight in Reasoning Models},
     author = {d'Aliberti, Liv G. and Horta Ribeiro, Manoel},
     booktitle = {ACL Findings},
     year = {2026},
     eprint = {2601.00514},
     archiveprefix = {arXiv},
     primaryclass = {cs.AI},
     url = {https://arxiv.org/abs/2601.00514},
     post = {https://x.com/manoelribeiro/status/2008261102853857393},
   }

2025

1. 

   Explainability for Unmanned Aerial Vehicle Control via Multi-Objective Reinforcement Learning

   Christian A. Clark ,  Kevin M. Albarado ,  Joshua P. Wilson, and 3 more authors

   In 2025 IEEE Aerospace Conference, 2025

   DOI Paper Bib

   @inproceedings{11068676,
     author = {Clark, Christian A. and Albarado, Kevin M. and Wilson, Joshua P. and Bernard, Cedric A. and Scott, Jackson D. and D'Aliberti, Liv},
     booktitle = {2025 IEEE Aerospace Conference},
     title = {Explainability for Unmanned Aerial Vehicle Control via Multi-Objective Reinforcement Learning},
     year = {2025},
     volume = {},
     number = {},
     pages = {1-15},
     keywords = {Training;Command and control systems;Visualization;Reinforcement learning;Production;Autonomous aerial vehicles;Robustness;Fuels;Standards;Optimization},
     doi = {10.1109/AERO63441.2025.11068676},
     paper = {https://ieeexplore.ieee.org/document/11068676},
   }

2. 

   BlindFL: Segmented Federated Learning with Fully Homomorphic Encryption

   E. Gronberg ,  L. d’Aliberti ,  M. Saebo, and 1 more author

   Pre-Print, 2025

   Pre-print

   arXiv Paper

3. 

   Grounded-Retrieval Adversarial Imitation Loop: Integrating Language, Agent, and World Models

   Liv G. d’Aliberti  and  Manoel Horta Ribeiro

   In NeurIPS 2025 Workshop on Bridging Language, Agent, and World Models for Reasoning and Planning, 2025

   Paper Code

2024

1. 

   Privacy-Enhancing Technologies for AI Systems: A Tutorial

   Liv Galliker d’Aliberti ,  Evan Gronberg , and  Joseph Kovba

   In Proceedings of the 10th ACM International Workshop on Security and Privacy Analytics, Porto, Portugal, 2024

   DOI

2. 

   Large Language Model Inference over Confidential Data Using AWS Nitro Enclaves

   J. Miles ,  L. d’Aliberti ,  C. Renzo, and 1 more author

   AWS Machine Learning Blog, 2024

2023

1. 

   Enabling Fully Homomorphic Encryption with Amazon SageMaker Endpoints for Secure, Real-Time Inferencing

   L. d’Aliberti ,  J. Kovba ,  M. Gulati, and 2 more authors

   AWS Machine Learning Blog, 2023

2. 

   Privacy-Enhancing Technologies: Protecting Data In Use

   L. d’Aliberti ,  E. Gronberg , and  J. Kovba

   Leidos Insights Blog, 2023

3. 

   Leidos Researchers Compete to Develop the Best Unmanned Surface Vessel Models

   L. d’Aliberti  and  T. Boggs

   Leidos Insights Blog, 2023

2022

1. 

   Preserving Patient Privacy during Computation over Shared Electronic Health Record Data

   L. d’Aliberti  and  M. Clark

   Springer Nature Journal of Medical Systems, 2022

   DOI Bib

   @article{daliberti2022privacy_preservation,
     title = {Preserving Patient Privacy during Computation over Shared Electronic Health Record Data},
     author = {d’Aliberti, L. and Clark, M.},
     journal = {Springer Nature Journal of Medical Systems},
     year = {2022},
     doi = {10.1007/s10916-022-01865-5},
   }

2. 

   Hyperdimensional Computing Encoding Schemes for Improved Image Classification

   V. Miranda  and  L. d’Aliberti

   IEEE 2022 International Symposium on Technologies for Homeland Security, 2022

   DOI

2020

1. 

   Effects of a Resident-Led Subject Exam Review on Mean Scores of Internal Medicine Subject Exam: A Case-Control Study

   S. Kareff ,  L. d’Aliberti , and  N. Duong

   Med. Scie. Edu., 2020

   DOI

2. 

   Pre-Endoscopic Intubation for Emergent GI Bleeding Associated With Increased Adverse Outcomes

   S. Woo ,  K. Johnson ,  R. Xi, and 3 more authors

   The American Journal of Gastroenterology, 2020

   DOI