Author

Mohamed Amine Kina

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Jul 2026

On the Failure of Boundary-Seeking Distillation in Bottlenecked Generative Architectures

This work reformulates continuous reconstruction as a dense, per-feature classification task, allowing the decoder to output categorical logits and shows that boundary-seeking objectives are fundamentally ill-posed in bottlenecked generative architectures.

Mohamed Amine Kina · arXiv.org · 0 citations