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Research

Professor Peter Garraghan

Professor in Distributed Systems

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  1. 2023
  2. Published

    Compilation as a Defense: Enhancing DL Model Attack Robustness via Tensor Optimization

    Trawicki, S., Hackett, W., Birch, L., Suri, N. & Garraghan, P., 20/10/2023. 2 p.

    Research output: Contribution to conference - Without ISBN/ISSN › Conference paper › peer-review

  3. Published

    Model Leeching: An Extraction Attack Targeting LLMs

    Birch, L., Hackett, W., Trawicki, S., Suri, N. & Garraghan, P., 20/10/2023.

    Research output: Contribution to conference - Without ISBN/ISSN › Conference paper › peer-review

  4. Published

    DOPpler: Parallel Measurement Infrastructure for Auto-tuning Deep Learning Tensor Programs

    Borowiec, D., Yeung, G-F., Friday, A., Harper, R. H. R. & Garraghan, P., 31/07/2023, In: IEEE Transactions on Parallel and Distributed Systems. 34, 7, p. 2208-2220 13 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  5. Published

    START: Straggler Prediction and Mitigation for Cloud Computing Environments using Encoder LSTM Networks

    Tuli, S., Singh Gill, S., Garraghan, P., Buyya, R., Casale, G. & Jennings, N. R., 31/01/2023, In: IEEE Transactions on Services Computing. 16, 1, p. 615-627 13 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  6. Published

    A material social view on data center waste heat: Novel uses and metrics

    Terenius, P., Garraghan, P. & Harper, R., 25/01/2023, In: Frontiers in Sustainability. 3, p. 1-22 22 p., 1008583.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  7. 2022
  8. Forthcoming

    Novel Strategies for Data Centre Waste Heat Use

    Terenius, P., Garraghan, P. & Harper, R. H. R., 22/11/2022, (Accepted/In press) In: AIP Conference Proceedings. 6 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  9. Published

    Pinch: An Adversarial Extraction Attack Framework for Deep Learning Models

    Hackett, W., Trawicki, S., Yu, Z., Suri, N. & Garraghan, P., 13/09/2022, In: arXiv.

    Research output: Contribution to Journal/Magazine › Journal article

  10. Published

    PINCH: An Adversarial Extraction Attack Framework for Deep Learning Models.

    Hackett, W., Trawicki, S., Yu, Z., Suri, N. & Garraghan, P., 13/09/2022, In: arXiv. abs/2209.06300, 15 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  11. Forthcoming

    Trimmer: Cost-Efficient Deep Learning Auto-tuning for Cloud Datacenters

    Borowiec, D., Yeung, G-F., Friday, A., Harper, R. H. R. & Garraghan, P., 11/05/2022, (Accepted/In press) IEEE International Conference on Cloud Computing. CLOUD 22. IEEE

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  12. Published

    HUNTER: AI based holistic resource management for sustainable cloud

    Tuli, S., Singh Gill, S., Xu, M., Garraghan, P., Bahsoon, R., Dustdar, S., Sakellariou, R., Rana, O., Casale, G. & Jennings, N. R., 28/02/2022, In: Journal of Systems and Software. 184, 111124.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

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