Sparse Periodic Systolic Dataflow for Lowering Latency and Power Dissipation of Convolutional Neural Network Accelerators. - Jung Hwan Heo; Arash Fayyazi; Amirhossein Esmaili; Massoud Pedram (ISLPED, 2022)

A Fast Training-Free Compression Framework for Vision Transformers. - Jung Hwan Heo; Arash Fayyazi; Mahdi Nazemi; Massoud Pedram (CoRR, 2023)

SNT: Sharpness-Minimizing Network Transformation for Fast Compression-friendly Pretraining. - Jung Hwan Heo; Seyedarmin Azizi; Arash Fayyazi; Mahdi Nazemi; Massoud Pedram (CoRR, 2023)

Rethinking Channel Dimensions to Isolate Outliers for Low-bit Weight Quantization of Large Language Models. - Jung Hwan Heo; Jeonghoon Kim; Beomseok Kwon; Byeongwook Kim; Se Jung Kwon; Dongsoo Lee (ICLR, 2024)