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Author

Jim Berend

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#small language model Book Open access Oct 2026

Benchmarking Vector Quantized Auto-Encoders for Multimodal Vision-Language Tokenization of Medical Images

This work benchmarks both reconstruction quality, codebook collapse and representational capacity of VQ-VAEs across a variety of settings, surpassing state of the art in the reconstruction task and providing a stepping stone for further development of medical multimodal auto-regressive techniques.

Emílio Dolgener Cantú, Manasi Acharya, Jim Berend et al. · 1 citation
#artificial intelligence Preprint Sep 2026

ResLRP: The Role of Residual Cancellation in Attribution Instability in Vision Transformers

Residual-aware Layer-wise Relevance Propagation (ResLRP) is introduced, a simple extension of LRP whose propagation rules explicitly account for cancellations in residual branches, are exactly conservative, and provably bound relevance explosion.

Jim Berend, Reduan Achtibat, Daniel Schäffer et al. · 0 citations

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