Garraghan, Peter

1. Model Leeching: An Extraction Attack Targeting LLMs
   2023/09/19 by Lewis Birch, William Hackett, William R. Hackett +8 · 1 voice · 9 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Topic Modeling #cs.AI #cs.CL #cs.CR #cs.LG
2. Bypassing LLM Guardrails: An Empirical Analysis of Evasion Attacks against Prompt Injection and Jailbreak Detection Systems
   2025/04/15 by William R. Hackett, Lewis Birch, Hackett, William +7 · 10 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #Digital and Cyber Forensics #FOS: Computer and information sciences #I.2.7 #Internet Traffic Analysis and Secure E-voting #Machine Learning (cs.LG)
3. Green Prompting: Characterizing Prompt-driven Energy Costs of LLM Inference
   2025/03/09 by Marta Adamska, Daria Smirnova, Adamska, Marta +7 · 2 voices · 2 citations
   Computer Science · Engineering · Social Sciences · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computational and Text Analysis Methods #Expert finding and Q&A systems #FOS: Computer and information sciences #Green IT and Sustainability #Machine Learning (cs.LG)
4. START: Straggler Prediction and Mitigation for Cloud Computing Environments using Encoder LSTM Networks
   2021/11/19 by Shreshth Tuli, Sukhpal Singh Gill, Tuli, Shreshth +9 · 2 citations
   Computer Science · #Cloud Computing and Resource Management #Distributed #FOS: Computer and information sciences #IoT and Edge/Fog Computing #Parallel #Performance (cs.PF) #Software System Performance and Reliability #and Cluster Computing (cs.DC) #cs.DC #cs.PF
5. EDoRA: Efficient Weight-Decomposed Low-Rank Adaptation via Singular Value Decomposition
   2025/01/21 by Hamid Reza Nasiri, Peter Garraghan, Nasiri, Hamid +1 · 2 citations
   Computer Science · #Advanced Vision and Imaging #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Image Enhancement Techniques #Image and Signal Denoising Methods #Machine Learning (cs.LG)