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Jonas De Schouwer | Lattice

Jonas De Schouwer

Papers on Lattice

1

Total citations

0

Topics

3

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0

Publication activitypapers/week, last 8 weeks

Research focus

Architecture Design (Transformers, SSMs, MoE) (1)Inference & Quantization (1)Training Efficiency & Optimization (1)

Frequent co-authors

Robin Geens (1)Marian Verhelst (1)Thierry Tambe (1)

Papers (1)

Apr 9, 2026

Stanford HAIApr 9, 2026·also ∗Equal contribution

The Hyperscale Lottery: How State-Space Models Have Sacrificed Edge Efficiency

Mamba's quest for hyperscale GPU saturation has backfired, making it significantly slower on edge devices despite its theoretical efficiency.

Robin Geens, Jonas De Schouwer, Marian Verhelst +1

Architecture Design (Transformers, SSMs, MoE)Inference & Quantization Training Efficiency & Optimization