9 citations · 17 across the 8 of their papers we have counts for
8 papers
TraceSynth: Generating Production-Quality Kernel Traces with Constraint-Guided Diffusion Models
Yuvraj Sehgal, Sneh Patel, Mahsa Panahandeh +2
Machine learning models for system diagnostics rely on kernel execution traces to capture fine-grained system behavior, but collecting production traces in industrial systems is co…
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…
Picturing Ambiguity: A Visual Twist on the Winograd Schema Challenge
Brendan Park, Madeline Janecek, Naser Ezzati-Jivan +2
Large Language Models (LLMs) have demonstrated remarkable success in tasks like the Winograd Schema Challenge (WSC), showcasing advanced textual common-sense reasoning. However, ap…
Automated Cause Analysis of Latency Outliers Using System-Level Dependency Graphs
Sneh Patel, Brendan Park, Naser Ezzati-Jivan +1
Detecting performance issues and identifying their root causes in the runtime is a challenging task. Typically, developers use methods such as logging and tracing to identify bottl…
Automatic Cause Detection of Performance Problems in Web Applications
Quentin Fournier, Naser Ezzati-Jivan, Daniel Aloise +1
The execution of similar units can be compared by their internal behaviors to determine the causes of their potential performance issues. For instance, by examining the internal be…
DepGraph: Localizing Performance Bottlenecks in Multi-Core Applications Using Waiting Dependency Graphs and Software Tracing
Naser Ezzati-Jivan, Quentin Fournier, Michel R. Dagenais +1
This paper addresses the challenge of understanding the waiting dependencies between the threads and hardware resources required to complete a task. The objective is to improve sof…