FPQVAR: Floating Point Quantization for Visual Autoregressive Model with FPGA Hardware Co-design

FPQVAR: Floating Point Quantization for Visual Autoregressive Model with FPGA Hardware Co-design

22 May 2025

Papers citing "FPQVAR: Floating Point Quantization for Visual Autoregressive Model with FPGA Hardware Co-design"

12 / 12 papers shown

Title
LightMamba: Efficient Mamba Acceleration on FPGA with Quantization and Hardware Co-design Renjie Wei Songqiang Xu Linfeng Zhong Zebin Yang Qingyu Guo Yidan Wang Runsheng Wang Meng Li 104 1 0 24 Feb 2025
SpinQuant: LLM quantization with learned rotations Zechun Liu Changsheng Zhao Igor Fedorov Bilge Soran Dhruv Choudhary Raghuraman Krishnamoorthi Vikas Chandra Yuandong Tian Tijmen Blankevoort MQ 167 105 0 21 Feb 2025
Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling Xiaokang Chen Zhiyu Wu Xingchao Liu Zizheng Pan Wen Liu Zhenda Xie X. Yu Chong Ruan AI4TS 68 126 0 29 Jan 2025
Optimizing Large Language Model Training Using FP4 Quantization Ruizhe Wang Yeyun Gong Xiao Liu Guoshuai Zhao Ziyue Yang Baining Guo Zhengjun Zha Peng Cheng MQ 116 9 0 28 Jan 2025
Q-DiT: Accurate Post-Training Quantization for Diffusion Transformers Lei Chen Yuan Meng Chen Tang Xinzhu Ma Jingyan Jiang Xin Wang Zhi Wang Wenwu Zhu MQ 69 27 0 25 Jun 2024
FlightLLM: Efficient Large Language Model Inference with a Complete Mapping Flow on FPGAs Shulin Zeng Jun Liu Guohao Dai Xinhao Yang Tianyu Fu ... Zehao Wang Ruoyu Zhang Kairui Wen Xuefei Ning Yu Wang 85 63 0 08 Jan 2024
Outlier Suppression: Pushing the Limit of Low-bit Transformer Language Models Xiuying Wei Yunchen Zhang Xiangguo Zhang Ruihao Gong Shanghang Zhang Qi Zhang F. Yu Xianglong Liu MQ 63 150 0 27 Sep 2022
Classifier-Free Diffusion Guidance Jonathan Ho Tim Salimans FaML 86 3,830 0 26 Jul 2022
Autoregressive Image Generation using Residual Quantization Doyup Lee Chiheon Kim Saehoon Kim Minsu Cho Wook-Shin Han VGen 211 343 0 03 Mar 2022
Denoising Diffusion Probabilistic Models Jonathan Ho Ajay Jain Pieter Abbeel DiffM 299 17,550 0 19 Jun 2020
Neural Discrete Representation Learning Aaron van den Oord Oriol Vinyals Koray Kavukcuoglu BDL SSL OCL 161 4,928 0 02 Nov 2017
Improved Techniques for Training GANs Tim Salimans Ian Goodfellow Wojciech Zaremba Vicki Cheung Alec Radford Xi Chen GAN 374 8,999 0 10 Jun 2016