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Masoud Mardani | Lattice

Masoud Mardani

National High Magnetic Field Laboratory, Tallahassee, FL 32310, USA

Papers on Lattice

1

Total citations

0

Topics

3

h-index

1

Publication activitypapers/week, last 8 weeks

Research focus

Architecture Design (Transformers, SSMs, MoE) (1)Inference & Quantization (1)Open-Source Models & Weights (1)

Frequent co-authors

Younes Javanmard (1)Tanmoy Pandit (1)

Papers (1)

Mar 30, 2026

Institut für Theoretische Physik2d ago·also National High Magnetic Field Laboratory, VTT

Compressing Transformer Language Models via Matrix Product Operator Decomposition: A Case Study on PicoGPT

Forget pruning or quantization: MPO decomposition lets you compress a transformer by 13x while retaining 97% accuracy.

Younes Javanmard, Tanmoy Pandit, Masoud Mardani

Architecture Design (Transformers, SSMs, MoE)Inference & Quantization Open-Source Models & Weights