publications

2025

1. ICML

   Fleet of Agents: Coordinated Problem Solving with Large Language Models

   Lars Klein^*, Nearchos Potamitis^*, Roland Aydin, and 3 more authors

   In International Conference on Machine Learning (ICML), 2025

   Bib

   @inproceedings{klein2025fleet,
     title = {Fleet of Agents: Coordinated Problem Solving with Large Language Models},
     author = {Klein, Lars and Potamitis, Nearchos and Aydin, Roland and Robert, West and Caglar, Gulcehre and Arora, Akhil},
     booktitle = {International Conference on Machine Learning (ICML)},
     year = {2025},
   }

2. EMNLP

   CacheSaver: A Modular Framework for Efficient, Affordable, and Reproducible LLM Inference

   Nearchos Potamitis^*, Lars Klein^*, Bardia Mohammadi, and 5 more authors

   In Findings of the Association for Computational Linguistics: EMNLP, 2025

   Bib

   @inproceedings{potamitis2025cachesaver,
     title = {CacheSaver: A Modular Framework for Efficient, Affordable, and Reproducible LLM Inference},
     author = {Potamitis, Nearchos and Klein, Lars and Mohammadi, Bardia and Mokherjee, Attreyee and Xu, Chongyang and Bindschaedler, Laurent and Tandon, Niket and Arora, Akhil},
     booktitle = {Findings of the Association for Computational Linguistics: EMNLP},
     year = {2025},
   }

3. arxiv

   ReasonBench: Benchmarking the (In)Stability of LLM Reasoning

   Nearchos Potamitis, Lars Klein, and Akhil Arora

   arXiv preprint, 2025

   Bib

   @article{potamitis2026reasonbench,
     title = {ReasonBench: Benchmarking the (In)Stability of LLM Reasoning},
     author = {Potamitis, Nearchos and Klein, Lars and Arora, Akhil},
     journal = {arXiv preprint},
     year = {2025},
   }

4. ICML-W

   Are Retrials All You Need? Enhancing Large Language Model Reasoning Without Verbalized Feedback

   Nearchos Potamitis^* and Akhil Arora

   In EXAIT Workshop, International Conference on Machine Learning (ICML), 2025

   Bib

   @inproceedings{potamitis2025retrials,
     title = {Are Retrials All You Need? Enhancing Large Language Model Reasoning Without Verbalized Feedback},
     author = {Potamitis, Nearchos and Arora, Akhil},
     booktitle = {EXAIT Workshop, International Conference on Machine Learning (ICML)},
     year = {2025},
   }