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Author

Fuyuki Ishikawa

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Sep 2026

Uncertainty Interaction in Software-Intensive Systems: A Community Roadmap

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. · 0 citations
Jul 2026

RepTran: Search-Based Repair of Transformer Models

To ensure the overall quality of AI-enabled software, not only traditional software components but also AI components need to be tested and repaired. Among AI components, Transformer models are increasingly integrated into software systems, which makes their misbehaviors critical. Although prior work in the software en...

Yuta Ishimoto, Paolo Arcaini, Fuyuki Ishikawa et al. · 0 citations
Book Open access Jul 2026

Should I Overtake? Cue Learning using Evolution for Accurate Recognition of Safe Autonomous Vehicle Maneuvers

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. · 0 citations

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