Heejin Choi

Beyond Endpoint Scores: Time- and Capacity-Conditioned Evaluation of Continual Knowledge Updating

Results show that method ranking in continual updating can depend jointly on when performance is measured and how much replay-side adaptation capacity the baseline receives, and propose reporting trajectories and capacity sweeps, and declaring a robust winner only when the ordering is stable across the evaluation regio...