4 papers
HFX: Joint Design of Algorithms and Systems for Multi-SLO Serving and Fast Scaling
Zahra Yousefijamarani, Xinglu Wang, Qian Wang +12
Large language model (LLM) serving faces the dual challenge of meeting strict user-specific service-level objectives (SLOs) while minimizing computational cost under dynamic, multi…
Dockerfile Flakiness: Characterization and Repair
Taha Shabani, Noor Nashid, Parsa Alian +1
Dockerfile flakiness-unpredictable temporal build failures caused by external dependencies and evolving environments-undermines deployment reliability and increases debugging overh…
Feature-Driven End-To-End Test Generation
Parsa Alian, Noor Nashid, Mobina Shahbandeh +2
End-to-end (E2E) testing is essential for ensuring web application quality. However, manual test creation is time-consuming, and current test generation techniques produce incohere…
Contextual API Completion for Unseen Repositories Using LLMs
Noor Nashid, Taha Shabani, Parsa Alian +1
Large language models have made substantial progress in addressing diverse code-related tasks. However, their adoption is hindered by inconsistencies in generating output due to th…