activity
20232026
most citedReflections on Surrogate-Assisted Search-Based Testing: A Taxonomy and Two Replication Studies based on Industrial ADAS and Simulink Models

2 citations · 5 across the 5 of their papers we have counts for

collaborators

5 papers

cs.SE2026

From Natural Language Policies to Executable Obligations: A Verification Harness for Dependable In-Car LLM Agents

Radouane Bouchekir, Damir Safin, Tomas Bueno Momcilovic

Large Language Models (LLMs) agents deployed in vehicles must satisfy a written operating policy on every turn: a single hallucinated identifier, omitted mandatory side-effect, or…

cs.AI2026★ 1 cited

Autonomy and Agency in Agentic AI: Architectural Tactics for Regulated Contexts

Damir Safin, Dian Balta

Deploying agentic AI in regulated contexts requires principled reasoning about two design dimensions: agency (what the system can do) and autonomy (how much it acts without human i…

cs.SE2024

Can Search-Based Testing with Pareto Optimization Effectively Cover Failure-Revealing Test Inputs?

Lev Sorokin, Damir Safin, Shiva Nejati

Search-based software testing (SBST) is a widely adopted technique for testing complex systems with large input spaces, such as Deep Learning-enabled (DL-enabled) systems. Many SBS…

cs.SE2023★ 2 cited

OpenSBT: A Modular Framework for Search-based Testing of Automated Driving Systems

Lev Sorokin, Tiziano Munaro, Damir Safin +2

Search-based software testing (SBT) is an effective and efficient approach for testing automated driving systems (ADS). However, testing pipelines for ADS testing are particularly…

cs.SE2023★ 2 cited

Reflections on Surrogate-Assisted Search-Based Testing: A Taxonomy and Two Replication Studies based on Industrial ADAS and Simulink Models

Shiva Nejati, Lev Sorokin, Damir Safin +3

Surrogate-assisted search-based testing (SA-SBT) aims to reduce the computational time for testing compute-intensive systems. Surrogates enhance testing techniques by improving tes…