This roadmap paper reports the outcomes of the NII Shonan Seminar No. 232 on Uncertainty Interaction in Software-Intensive Systems (UNISON), held in March 2026 and develops a shared conceptual vocabulary for distinguishing uncertainty sources, propagation, confluence, interaction, and relevance; proposes an abstract wo...
Javier Cámara, R. Mirandola, Kenji Tei et al.· ACM Transactions on Autonomo...· 0 citations
RepTran, a search-based repair method for Transformer models, targets their feed-forward networks (FFNs), which play a central role in the architecture and suggests that RepTran is effective for enhancing the reliability of AI-enabled software.
Yuta Ishimoto, Paolo Arcaini, Fuyuki Ishikawa et al.· arXiv.org· 0 citations
This work creates a novel open-source symbolic traffic model EvoDrive designed specifically for EC research, which outputs LLM-readable snapshots and shows that LLMs + EvoDrive with CLEAR can reduce error by more than 20% compared to without CLEAR, with statistically significant results.
Peter J. Bentley, S. Lim, Fuyuki Ishikawa et al.· Annual Conference on Genetic...· 0 citations
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