Reconciling Manufacturer Claims with Measured Degradation in Commercial Lithium-Ion Cells: A Provenance-Aware Knowledge Graph with Coverage-Gated Abstention

A. Lecu, L. Hawizy, A. Groza

Batteries Vol. 12(8), 314 · MDPI Paper ↗ Code ↗ Demo ↗ BibTeX

@article{lecu2026batterykg,
  author  = {Lecu, Alexandru and Hawizy, Lezan and Groza, Adrian},
  title   = {Reconciling Manufacturer Claims with Measured Degradation in Commercial Lithium-Ion Cells: A Provenance-Aware Knowledge Graph with Coverage-Gated Abstention},
  journal = {Batteries},
  volume  = {12},
  number  = {8},
  pages   = {314},
  year    = {2026},
  publisher = {MDPI},
  doi     = {10.3390/batteries12080314}
}

Engineering an ontology for Age-Related Macular Degeneration using Agentic AI and DL-learner

C. A. Borzan, A. Lecu, G. A. Muntean, S. D. Nicoara, A. Groza

RuleML+RR 2026 20th International Rule Challenge · Vilnius · CEUR-WS Vol. 4286 Paper ↗ Venue ↗ BibTeX

@inproceedings{borzan2026amdontology,
  author    = {Borzan, Calina Annemary and Lecu, Alexandru and Muntean, George Adrian and Nicoara, Simona Delia and Groza, Adrian},
  title     = {Engineering an ontology for Age-Related Macular Degeneration using Agentic {AI} and {DL}-learner},
  booktitle = {Companion Proceedings of the 10th International Joint Conference on Rules and Reasoning (RuleML+RR 2026)},
  series    = {CEUR Workshop Proceedings},
  volume    = {4286},
  publisher = {CEUR-WS.org},
  address   = {Vilnius, Lithuania},
  year      = {2026},
  url       = {https://ceur-ws.org/Vol-4286/rc-paper-2.pdf}
}

AlloyGraph: A Knowledge-Graph-Grounded Multi-Agent System for Nickel-Based Superalloy Design

A. Lecu, L. Hawizy, S. Birosca, A. Groza

Preprint SSRN · DOI 10.2139/ssrn.7022006 SSRN ↗ Code ↗ Demo ↗ BibTeX

@misc{lecu2026alloygraph,
  author = {Lecu, Alexandru and Hawizy, Lezan and Birosca, Soran and Groza, Adrian},
  title  = {{AlloyGraph}: A Knowledge-Graph-Grounded Multi-Agent System for Nickel-Based Superalloy Design},
  howpublished = {SSRN preprint},
  year   = {2026},
  doi    = {10.2139/ssrn.7022006}
}

Memory-First Fact-Checking: A Knowledge-Graph-Grounded Multi-Agent System for Misinformation Detection

A. Petrenciuc, A. Lecu, A. Groza

Preprint arXiv:2608.29617 arXiv ↗ BibTeX

@misc{petrenciuc2026memoryfirst,
  author = {Petrenciuc, Amelia and Lecu, Alexandru and Groza, Adrian},
  title  = {Memory-First Fact-Checking: A Knowledge-Graph-Grounded Multi-Agent System for Misinformation Detection},
  year   = {2026},
  eprint = {2608.29617},
  archivePrefix = {arXiv},
  url    = {https://arxiv.org/abs/2608.29617}
}

Reducing Hallucinations in Medical AI: A Knowledge Graph-Augmented Retrieval System for Evidence-Based Age-Related Macular Degeneration Information

A. Lecu, A. Groza, L. Hawizy

IEEE Access Vol. 13, 210624–210639 arXiv:2502.11108 Paper ↗ Preprint ↗ Code ↗ Demo ↗ BibTeX

Presented at AIForum 2025, Cluj-Napoca

@article{lecu2025amdrag,
  author  = {Lecu, Alexandru and Groza, Adrian and Hawizy, Lezan},
  title   = {Reducing Hallucinations in Medical {AI}: A Knowledge Graph-Augmented Retrieval System for Evidence-Based Age-Related Macular Degeneration Information},
  journal = {IEEE Access},
  volume  = {13},
  pages   = {210624--210639},
  year    = {2025},
  doi     = {10.1109/ACCESS.2025.3643370}
}

MCP-Orchestrated Multi-Agent System for Automated Disinformation Detection

A.-A. Avram, A. Lecu, A. Groza

SYNASC 2025 27th Int. Symposium on Symbolic and Numeric Algorithms for Scientific Computing arXiv:2508.10143 Paper ↗ Preprint ↗ BibTeX

@inproceedings{avram2025mcp,
  author    = {Avram, Alexandru-Andrei and Lecu, Alexandru and Groza, Adrian},
  title     = {{MCP}-Orchestrated Multi-Agent System for Automated Disinformation Detection},
  booktitle = {2025 27th International Symposium on Symbolic and Numeric Algorithms for Scientific Computing (SYNASC)},
  pages     = {333--341},
  year      = {2025},
  publisher = {IEEE},
  doi       = {10.1109/SYNASC69064.2025.00051}
}

Leveraging LLMs for Student Assessment Generation in Engineering Education: a Study on Context Requirements and Adoption

A. Lecu, A. Ciupe, A. Groza, B. Orza

EAEEIE 2025 34th Annual Conference, Cluj-Napoca · IEEE Paper ↗ Venue ↗ Code ↗ BibTeX

@inproceedings{lecu2025quizgen,
  author    = {Lecu, Alexandru and Ciupe, Aurelia and Groza, Adrian and Orza, Bogdan},
  title     = {Leveraging {LLMs} for Student Assessment Generation in Engineering Education: a Study on Context Requirements and Adoption},
  booktitle = {2025 34th Annual Conference of the European Association for Education in Electrical and Information Engineering (EAEEIE)},
  pages     = {1--8},
  year      = {2025},
  publisher = {IEEE},
  doi       = {10.1109/EAEEIE65428.2025.11136216}
}

Using LLMs and Ontologies to Extract Causal Relationships from Medical Abstracts

A. Lecu, A. Groza, L. Hawizy

Procedia Computer Science Vol. 244, 443–452 · ACLing, Dubai · Elsevier Paper ↗ Code ↗ BibTeX

Presented at AIDays, Bucharest · Progress and Innovation in Ophthalmology Forum, Cluj-Napoca

@article{lecu2024causal,
  author  = {Lecu, Alexandru and Groza, Adrian and Hawizy, Lezan},
  title   = {Using {LLMs} and Ontologies to Extract Causal Relationships from Medical Abstracts},
  journal = {Procedia Computer Science},
  volume  = {244},
  pages   = {443--452},
  year    = {2024},
  doi     = {10.1016/j.procs.2024.10.219}
}