4 papers
Meeting SLOs, Slashing Hours: Automated Enterprise LLM Optimization with OptiKIT
Nicholas Santavas, Kareem Eissa, Patrycja Cieplicka +6
Enterprise LLM deployment faces a critical scalability challenge: organizations must optimize models systematically to scale AI initiatives within constrained compute budgets, yet…
Vocabulary Customization for Efficient Domain-Specific LLM Deployment
Christian Herold, Michael Kozielski, Nicholas Santavas +2
When using an LLM to process text outside the training domain(s), an often overlooked factor is vocabulary mismatch, where the general-domain tokenizer fails to capture frequent do…
HASeparator: Hyperplane-Assisted Softmax
Ioannis Kansizoglou, Nicholas Santavas, Loukas Bampis +1
Efficient feature learning with Convolutional Neural Networks (CNNs) constitutes an increasingly imperative property since several challenging tasks of computer vision tend to requ…
Attention! A Lightweight 2D Hand Pose Estimation Approach
Nicholas Santavas, Ioannis Kansizoglou, Loukas Bampis +2
Vision based human pose estimation is an non-invasive technology for Human-Computer Interaction (HCI). Direct use of the hand as an input device provides an attractive interaction…