From the 1 of 4 linked papers with an AI index.
4 papers
TraceSynth: Generating Production-Quality Kernel Traces with Constraint-Guided Diffusion Models
Yuvraj Sehgal, Sneh Patel, Mahsa Panahandeh +2
TraceSynth is a diffusion-based system that creates synthetic kernel execution traces, using a transformer model and constraint-guided repair, to augment limited real trace data fo…
TAAF: A Trace Abstraction and Analysis Framework Synergizing Knowledge Graphs and LLMs
Alireza Ezaz, Ghazal Khodabandeh, Majid Babaei +1
Execution traces are a critical source of information for understanding, debugging, and optimizing complex software systems. However, traces from OS kernels or large-scale applicat…
Utilizing Graph Neural Networks for Effective Link Prediction in Microservice Architectures
Ghazal Khodabandeh, Alireza Ezaz, Majid Babaei +1
Managing microservice architectures in distributed systems is complex and resource intensive due to the high frequency and dynamic nature of inter service interactions. Accurate pr…
Optimization Strategies for Enhancing Resource Efficiency in Transformers & Large Language Models
Tom Wallace, Naser Ezzati-Jivan, Beatrice Ombuki-Berman
Advancements in Natural Language Processing are heavily reliant on the Transformer architecture, whose improvements come at substantial resource costs due to ever-growing model siz…