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cs.LG2026
Correction of Transformer-Based Models with Smoothing Pseudo-Projector
Vitaly Bulgakov
The pseudo-projector is a lightweight modification that can be integrated into existing language models and other neural networks without altering their core architecture. It can b…
cs.LG2026
Reasoning-Enhanced Rare-Event Prediction with Balanced Outcome Correction
Vitaly Bulgakov, Alexander Turchin
Rare-event prediction is critical in domains such as healthcare, finance, reliability engineering, customer support, aviation safety, where positive outcomes are infrequent yet pot…