Hossein Hosseini

Melbourne, Australia

hossein.hosseini@student.unimelb.edu.au

I am a Ph.D. Candidate in Computer Science at The University of Melbourne, working under the supervision of A/Prof. Adel N. Toosi and Prof. Chris Leckie. My research focuses on cost-efficient inference for large language models, exploring scalable deployment strategies, latency-reliability trade-offs, and introspective models that can self-evaluate their output quality.

My research interests include:

Large Language Models and efficient inference
LLM routing and model selection
Self-evaluating and introspective language models
Model compression and adaptation (e.g., LoRA)
Systems for Machine Learning
Cyber-Physical Systems and real-time embedded systems

I hold an M.Sc. in Computer Engineering from Sharif University of Technology (GPA: 19.41/20.0) and a B.Sc. in Computer Engineering from the same institution (GPA: 16.32/20.0). Before pursuing my Ph.D., I conducted research on dynamic task replication in cyber-physical systems, which resulted in a publication in IEEE Transactions on Emerging Topics in Computing.

Feel free to explore my publications and CV for more details.

selected publications

TETC

Dynamic Task Replication with Imperfect Fault Detection in Multicore Cyber-Physical Systems

Hossein Hosseini, Mohsen Ansari, and Jörg Henkel

IEEE Transactions on Emerging Topics in Computing, 2025

DOI Bib

@article{hosseini2025dynamic,
  title = {Dynamic Task Replication with Imperfect Fault Detection in Multicore Cyber-Physical Systems},
  author = {Hosseini, Hossein and Ansari, Mohsen and Henkel, Jörg},
  journal = {IEEE Transactions on Emerging Topics in Computing},
  volume = {13},
  number = {1},
  pages = {1--14},
  year = {2025},
  doi = {10.1109/TETC.2024.3378929},
  url = {https://ieeexplore.ieee.org/abstract/document/11017438},
}

ACL

IntroLM: Introspective Language Models via Prefilling-Time Self-Evaluation

Hossein Hosseini, Gholamreza Haffari, Chris Leckie, and 1 more author

64th Annual Meeting of the Association for Computational Linguistics (Under Review), 2026

Bib

@article{hosseini2026introlm,
  title = {IntroLM: Introspective Language Models via Prefilling-Time Self-Evaluation},
  author = {Hosseini, Hossein and Haffari, Gholamreza and Leckie, Chris and Toosi, Adel N.},
  journal = {64th Annual Meeting of the Association for Computational Linguistics (Under Review)},
  year = {2026},
  url = {https://arxiv.org/abs/2601.03511},
}