Christian Simon

Towards a Robust Differentiable Architecture Search under Label Noise

2022 · 2022 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)

Neural Architecture Search (NAS) is the game changer in designing robust neural architectures. Architectures designed by NAS outperform or compete with the best manual network designs in terms of accuracy, size, memory footprint and FLOPs. …

Subspace distillation for continual learning

2023 · Neural Networks

An ultimate objective in continual learning is to preserve knowledge learned in preceding tasks while learning new tasks. To mitigate forgetting prior knowledge, we propose a novel knowledge distillation technique that takes into the account …