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Anurag Roy

IIT Kharagpur

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Preprint Jul 2026

Source-Free Controlled Adaptation of Teachers for Continual Test-Time Adaptation

This work proposes a novel controlled teacher adaptation methodology that dynamically sets a proper momentum value depending on the quality of the incoming data and performs extensive experiments to demonstrate that this approach outperforms different state-of-the-art adaptation frameworks, many of which require access to source data.

Anurag Roy, Riddhiman Moulick, V. Verma et al. · 0 citations