Tolga Birdal

Ditch the flat scene graphs: TopoOR models surgical environments as higher-order topological structures, unlocking superior performance in safety-critical tasks by preserving complex relationships and multimodal data.

Forget interference as just noise: correlated features in neural networks can constructively superpose to form semantic clusters, especially with weight decay.