Author

Supriyo Chakraborty

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#artificial intelligence Preprint Sep 2026

When Load-Balancing Goes Too Far: Expert Pruning in Over-Dispersed Mixture-of-Experts Models

The results indicate that over-dispersed routing is a qualitatively distinct pruning regime in which standard assumptions fail, and that recognizing it is a prerequisite for principled expert pruning of load-balanced MoE models.

Berkcan Kapusuzoglu, Connor Pryor, Sangwoo Cho et al. · 0 citations

Jul 2026

Structured Thoughts For Improved Reasoning And Context Pruning

This work introduces Structured Thoughts, a framework that organizes reasoning into alternating blocks and blocks that captures exploratory scratch work, while the distilled conclusion of that step contains the distilled conclusion of that step.

Zain Sarwar, Supriyo Chakraborty, Berkcan Kapusuzoglu et al. · arXiv.org · 0 citations