Author

Marek Gajewski

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#artificial intelligence Preprint Oct 2026

Certified Access: Test-Time Compute on Conservative Physics-Structured AI Memory

Test-time compute mechanisms, such as retries, confidence-based escalation and non-local routing, are conventionally deployed as black-box additions to trained models. They typically add forward passes or halting heads, but give no structural account of what the extra compute buys or what it costs against the model's s...

Pratik Jawahar, Riccardo Maggioni, Jonas Petersen et al. · 0 citations

#artificial intelligence Preprint Oct 2026

KITE: A Knowledge-Injected Temporal Encoder for Time-Series Event Forecasting

Forecasting rare, high-cost events in multivariate time-series systems is hard because their precursors are seldom observed, so a purely data-driven model has little to learn from. The engineers who run these systems, however, hold knowledge that precedes such events, information absent from the scarce labels. We call...

Jonas Petersen, Pratik Jawahar, Riccardo Maggioni et al. · 0 citations