AINeutralarXiv – CS AI · 9h ago6/10
🧠
TopoPrune: Robust Data Pruning via Unified Latent Space Topology
TopoPrune introduces a topology-based framework for data pruning that addresses instability issues in geometric methods by leveraging intrinsic data structure rather than extrinsic geometry. The approach combines manifold approximation with persistent homology to achieve high accuracy at extreme pruning rates (90%) while maintaining robustness across architectures and noise conditions.