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Author

Baptiste Rossigneux

2 papers indexed here

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Preprint Aug 2026

Clustering and Token Denoising for Faster and More Robust VLMs

This study introduces ClustRS, a two-part, training-free algorithm for robust token pruning, demonstrating a simple yet powerful alternative to both score-only and diversity-only pruning rules, paving the way for compute-efficient and noise-resilient VLM deployment.

Baptiste Rossigneux, Inna Kucher, Vincent Lorrain et al. · 0 citations
#machine learning Preprint Aug 2026

Sparse Competition during Training For the Emergence of Specialized Modules

This work introduces a method that maintains near-baseline accuracy, induces usage-based modularity by sparsely routing inputs to neuron groups, and encourages specialization of these modules, such that their activations are correlated with input classes.

Baptiste Rossigneux, Karim Haroun · 0 citations

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