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Timofey Tomashevskiy

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#machine learning Preprint Sep 2026

Proactive Context-Forecasted Safety Constraints for Nonstationary Reinforcement Learning

Pro proactive constraint generation substantially reduces collisions under both seen and out-of-training nonstationarity intensities and generally remains effective across held-out driving layouts while maintaining usable task performance, suggesting that context-based constraint generation is a promising approach for...

Timofey Tomashevskiy · 0 citations

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