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Yiping Ji | Lattice

Yiping Ji

Australian Institute for Machine Learning, Adelaide University

Papers on Lattice

1

Total citations

0

Topics

3

Publication activitypapers/week, last 8 weeks

Research focus

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

Frequent co-authors

Mahalakshmi Sabanayagam (1)Peyman Moghadam (1)Hemanth Saratchandran (1)Simon Lucey (1)

Papers (1)

May 25, 2026

Australian Institute for MachineMay 25, 2026·also Adelaide University, CSIRO

The Quantization Benefits of Residual-Free Transformers

Residual connections, a staple of modern transformers, actively *harm* quantization robustness by driving activations away from Gaussianity.

Yiping Ji, Mahalakshmi Sabanayagam, Peyman Moghadam +2

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