Author

Nusrat Jahan Mozumder

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Preprint Aug 2026

SeFaR: Semantic Feature-aware Robustness Testing of Deep Neural Networks

Evaluation on case studies demonstrates that the proposed SeFaR framework effectively satisfies requirement preconditions while identifying requirement-independent features that influence model decisions, enabling it to both uncover faults and relate them to such features.

Nusrat Jahan Mozumder, Divya Gopinath, Corina S. Păsăreanu et al. · 0 citations

Preprint Aug 2026

What Survives the Next Model? Benchmarking LLM-Based Techniques Against Single-Prompts

Analysis of technique papers from ICSE 2026 finds that a newer model with a single prompt natively outperforms the heavily engineered tooling proposed just a year prior, and identifies that constructive techniques like code generation or repair are more amenable to substitution by a single-prompt.

Nahian Salsabil, Joy Saha, S. Dristi et al. · 0 citations