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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

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. · 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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