Zhuokai Zhao

Rethinking Transfer in Continual Learning: A Replay-Based Realisation

TSR consistently improves forward transfer while maintaining stability, outperforming existing replay baselines across heterogeneous and homogeneous task streams and argues for treating transfer as a first-class objective of continual learning, to be understood before it is engineered.