MADE-IT outperforms baselines in continual model merging accuracy and robustness by using manifold-aware expert evolution with adaptive thresholds and implicit subspace-based routing while pruning redundant experts.
InAdvances in Neural Information Processing Systems
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Towards Adaptive Continual Model Merging via Manifold-Aware Expert Evolution
MADE-IT outperforms baselines in continual model merging accuracy and robustness by using manifold-aware expert evolution with adaptive thresholds and implicit subspace-based routing while pruning redundant experts.