Yang Sui

57 papers A* 14A 4B 2Journal 33Unranked 4
YearRankTypeTitle / Venue / Authors
2026 J jnl
A Survey of Token Compression for Efficient Multimodal Large Language Models.
Trans. Mach. Learn. Res.
Kele Shao, Keda Tao, Kejia Zhang, Sicheng Feng, Mu Cai, Yuzhang Shang, Haoxuan You, Can Qin, Yang Sui, Huan Wang
2026 J jnl
ATA: Bridging Implicit Reasoning with Attention-Guided and Action-Guided Inference for Vision-Language Action Models.
CoRR
Cheng Yang, Jianhao Jiao, Lingyi Huang, Jinqi Xiao, Zhexiang Tang, Yu Gong, Yibiao Ying, Yang Sui, Jintian Lin, Wen Huang, Bo Yuan
2025 J jnl
70% Size, 100% Accuracy: Lossless LLM Compression for Efficient GPU Inference via Dynamic-Length Float.
CoRR
Tianyi Zhang, Yang Sui, Shaochen Zhong, Vipin Chaudhary, Xia Hu, Anshumali Shrivastava
2025 J jnl
AutoL2S: Auto Long-Short Reasoning for Efficient Large Language Models.
CoRR
Feng Luo, Yu-Neng Chuang, Guanchu Wang, Hoang Anh Duy Le, Shaochen Zhong, Hongyi Liu, Jiayi Yuan, Yang Sui, Vladimir Braverman, Vipin Chaudhary, Xia Hu
2025 J jnl
Co-Exploring Structured Sparsification and Low-Rank Tensor Decomposition for Compact DNNs.
IEEE Trans. Neural Networks Learn. Syst.
Yang Sui, Miao Yin, Yu Gong, Bo Yuan
2025 J jnl
Confident or Seek Stronger: Exploring Uncertainty-Based On-device LLM Routing From Benchmarking to Generalization.
CoRR
Yu-Neng Chuang, Leisheng Yu, Guanchu Wang, Lizhe Zhang, Zirui Liu, Xuanting Cai, Yang Sui, Vladimir Braverman, Xia Ben Hu
2025 J jnl
DisDet: Exploring Detectability of Backdoor Attack on Diffusion Models.
Trans. Mach. Learn. Res.
Yang Sui, Huy Phan, Jinqi Xiao, Tianfang Zhang, Zijie Tang, Cong Shi, Yan Wang, Yingying Chen, Bo Yuan
2025 A* conf
DyCoke: Dynamic Compression of Tokens for Fast Video Large Language Models.
CVPR
Keda Tao, Can Qin, Haoxuan You, Yang Sui, Huan Wang
2025 J jnl
EcoSpa: Efficient Transformer Training with Coupled Sparsity.
CoRR
Jinqi Xiao, Cheng Luo, Lingyi Huang, Cheng Yang, Yang Sui, Huy Phan, Xiao Zang, Yibiao Ying, Zhexiang Tang, Anima Anandkumar, Bo Yuan
2025 J jnl
HoliTom: Holistic Token Merging for Fast Video Large Language Models.
CoRR
Kele Shao, Keda Tao, Can Qin, Haoxuan You, Yang Sui, Huan Wang
2025 J jnl
LowDiff: Efficient Diffusion Sampling with Low-Resolution Condition.
CoRR
Jiuyi Xu, Qing Jin, Meida Chen, Andrew Feng, Yang Sui, Yangming Shi
2025 J jnl
Plug-and-Play 1.x-Bit KV Cache Quantization for Video Large Language Models.
CoRR
Keda Tao, Haoxuan You, Yang Sui, Can Qin, Huan Wang
2025 J jnl
Pruning 3D Convolutional Neural Networks via Channel Independence.
J. Signal Process. Syst.
Yang Sui, Khizar Anjum, Dario Pompili, Bo Yuan
2025 A* conf
SnapGen-V: Generating a Five-Second Video within Five Seconds on a Mobile Device.
CVPR
Yushu Wu, Zhixing Zhang, Yanyu Li, Yanwu Xu, Anil Kag, Yang Sui, Huseyin Coskun, Ke Ma, Aleksei Lebedev, Ju Hu, Dimitris N. Metaxas, Yanzhi Wang, Sergey Tulyakov, Jian Ren
2025 J jnl
Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models.
CoRR
Yang Sui, Yu-Neng Chuang, Guanchu Wang, Jiamu Zhang, Tianyi Zhang, Jiayi Yuan, Hongyi Liu, Andrew Wen, Shaochen Zhong, Hanjie Chen, Xia Ben Hu
2025 J jnl
Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models.
Trans. Mach. Learn. Res.
Yang Sui, Yu-Neng Chuang, Guanchu Wang, Jiamu Zhang, Tianyi Zhang, Jiayi Yuan, Hongyi Liu, Andrew Wen, Shaochen Zhong, Na Zou, Hanjie Chen, Xia Hu
2025 A* conf
TopV: Compatible Token Pruning with Inference Time Optimization for Fast and Low-Memory Multimodal Vision Language Model.
CVPR
Cheng Yang, Yang Sui, Jinqi Xiao, Lingyi Huang, Yu Gong, Chendi Li, Jinghua Yan, Yu Bai, Ponnuswamy Sadayappan, Xia Hu, Bo Yuan
2025 J jnl
TopV: Compatible Token Pruning with Inference Time Optimization for Fast and Low-Memory Multimodal Vision Language Model.
CoRR
Cheng Yang, Yang Sui, Jinqi Xiao, Lingyi Huang, Yu Gong, Chendi Li, Jinghua Yan, Yu Bai, Ponnuswamy Sadayappan, Xia Hu, Bo Yuan
2025 J jnl
When Tokens Talk Too Much: A Survey of Multimodal Long-Context Token Compression across Images, Videos, and Audios.
CoRR
Kele Shao, Keda Tao, Kejia Zhang, Sicheng Feng, Mu Cai, Yuzhang Shang, Haoxuan You, Can Qin, Yang Sui, Huan Wang
2025 — conf
iTAP: An Incremental Task Graph Partitioner for Task-parallel Static Timing Analysis.
ASP-DAC
Boyang Zhang, Che Chang, Cheng-Hsiang Chiu, Dian-Lun Lin, Yang Sui, Chih-Chun Chang, Yi-Hua Chung, Wan-Luan Lee, Zizheng Guo, Yibo Lin, Tsung-Wei Huang
2024 A* conf
BitsFusion: 1.99 bits Weight Quantization of Diffusion Model.
NeurIPS
Yang Sui, Yanyu Li, Anil Kag, Yerlan Idelbayev, Junli Cao, Ju Hu, Dhritiman Sagar, Bo Yuan, Sergey Tulyakov, Jian Ren
2024 J jnl
BitsFusion: 1.99 bits Weight Quantization of Diffusion Model.
CoRR
Yang Sui, Yanyu Li, Anil Kag, Yerlan Idelbayev, Junli Cao, Ju Hu, Dhritiman Sagar, Bo Yuan, Sergey Tulyakov, Jian Ren
2024 — conf
Clean and Compact: Efficient Data-Free Backdoor Defense with Model Compactness.
ECCV (60)
Huy Phan, Jinqi Xiao, Yang Sui, Tianfang Zhang, Zijie Tang, Cong Shi, Yan Wang, Yingying Chen, Bo Yuan
2024 J jnl
Corner-to-Center long-range context model for efficient learned image compression.
J. Vis. Commun. Image Represent.
Yang Sui, Ding Ding, Xiang Pan, Xiaozhong Xu, Shan Liu, Bo Yuan, Zhenzhong Chen
2024 J jnl
DisDet: Exploring Detectability of Backdoor Attack on Diffusion Models.
CoRR
Yang Sui, Huy Phan, Jinqi Xiao, Tianfang Zhang, Zijie Tang, Cong Shi, Yan Wang, Yingying Chen, Bo Yuan
2024 J jnl
DyCoke: Dynamic Compression of Tokens for Fast Video Large Language Models.
CoRR
Keda Tao, Can Qin, Haoxuan You, Yang Sui, Huan Wang
2024 J jnl
ELRT: Efficient Low-Rank Training for Compact Convolutional Neural Networks.
CoRR
Yang Sui, Miao Yin, Yu Gong, Jinqi Xiao, Huy Phan, Bo Yuan
2024 A* conf
Invited: Algorithm and Hardware Co-Design for Energy-Efficient Neural SLAM.
DAC
Lingyi Huang, Cheng Yang, Yu Gong, Yang Sui, Xiao Zang, Anthony Goeckner, Qi Zhu, Bo Yuan
2024 A* conf
MOPED: Efficient Motion Planning Engine with Flexible Dimension Support.
HPCA
Lingyi Huang, Yu Gong, Yang Sui, Xiao Zang, Bo Yuan
2024 J jnl
MoE-I
CoRR
Cheng Yang, Yang Sui, Jinqi Xiao, Lingyi Huang, Yu Gong, Yuanlin Duan, Wenqi Jia, Miao Yin, Yu Cheng, Bo Yuan
2024 — conf
MoE-I²: Compressing Mixture of Experts Models through Inter-Expert Pruning and Intra-Expert Low-Rank Decomposition.
EMNLP (Findings)
Cheng Yang, Yang Sui, Jinqi Xiao, Lingyi Huang, Yu Gong, Yuanlin Duan, Wenqi Jia, Miao Yin, Yu Cheng, Bo Yuan
2024 B conf
Reconstruction Distortion of Learned Image Compression with Imperceptible Perturbations.
DCC
Yang Sui, Zhuohang Li, Ding Ding, Xiang Pan, Xiaozhong Xu, Shan Liu, Zhenzhong Chen
2024 J jnl
SnapGen-V: Generating a Five-Second Video within Five Seconds on a Mobile Device.
CoRR
Yushu Wu, Zhixing Zhang, Yanyu Li, Yanwu Xu, Anil Kag, Yang Sui, Huseyin Coskun, Ke Ma, Aleksei Lebedev, Ju Hu, Dimitris N. Metaxas, Yanzhi Wang, Sergey Tulyakov, Jian Ren
2024 A conf
Transferable Learned Image Compression-Resistant Adversarial Perturbations.
BMVC
Yang Sui, Zhuohang Li, Ding Ding, Xiang Pan, Xiaozhong Xu, Shan Liu, Zhenzhong Chen
2024 B conf
Transferable Learned Image Compression-Resistant Adversarial Perturbations.
DCC
Yang Sui, Zhuohang Li, Ding Ding, Xiang Pan, Xiaozhong Xu, Shan Liu, Zhenzhong Chen
2024 J jnl
Transferable Learned Image Compression-Resistant Adversarial Perturbations.
CoRR
Yang Sui, Zhuohang Li, Ding Ding, Xiang Pan, Xiaozhong Xu, Shan Liu, Zhenzhong Chen
2024 J jnl
Understanding Artificial Neural Network's Behavior from Neuron Activation Perspective.
CoRR
Yizhou Zhang, Yang Sui
2023 A* conf
CSTAR: Towards Compact and Structured Deep Neural Networks with Adversarial Robustness.
AAAI
Huy Phan, Miao Yin, Yang Sui, Bo Yuan, Saman A. Zonouz
2023 J jnl
Corner-to-Center Long-range Context Model for Efficient Learned Image Compression.
CoRR
Yang Sui, Ding Ding, Xiang Pan, Xiaozhong Xu, Shan Liu, Bo Yuan, Zhenzhong Chen
2023 A* conf
DSPIMM: A Fully Digital SParse In-Memory Matrix Vector Multiplier for Communication Applications.
DAC
Amitesh Sridharan, Fan Zhang, Yang Sui, Bo Yuan, Deliang Fan
2023 A conf
DynGMP: Graph Neural Network-Based Motion Planning in Unpredictable Dynamic Environments.
IROS
Wenjin Zhang, Xiao Zang, Lingyi Huang, Yang Sui, Jingjin Yu, Yingying Chen, Bo Yuan
2023 A* conf
ETTE: Efficient Tensor-Train-based Computing Engine for Deep Neural Networks.
ISCA
Yu Gong, Miao Yin, Lingyi Huang, Jinqi Xiao, Yang Sui, Chunhua Deng, Bo Yuan
2023 A* conf
HALOC: Hardware-Aware Automatic Low-Rank Compression for Compact Neural Networks.
AAAI
Jinqi Xiao, Chengming Zhang, Yu Gong, Miao Yin, Yang Sui, Lizhi Xiang, Dingwen Tao, Bo Yuan
2023 J jnl
HALOC: Hardware-Aware Automatic Low-Rank Compression for Compact Neural Networks.
CoRR
Jinqi Xiao, Chengming Zhang, Yu Gong, Miao Yin, Yang Sui, Lizhi Xiang, Dingwen Tao, Bo Yuan
2023 J jnl
In-Sensor Radio Frequency Computing for Energy-Efficient Intelligent Radar.
CoRR
Yang Sui, Minning Zhu, Lingyi Huang, Chung-Tse Michael Wu, Bo Yuan
2023 A conf
Invited Paper: In-Sensor Radio Frequency Computing for Energy-Efficient Intelligent Radar.
ICCAD
Yang Sui, Minning Zhu, Lingyi Huang, Chung-Tse Michael Wu, Bo Yuan
2023 — conf
Learning-based Homography Matrix Optimization for Dual-fisheye Video Stitching.
EMS@SIGCOMM
Mufeng Zhu, Yang Sui, Bo Yuan, Yao Liu
2023 J jnl
Reconstruction Distortion of Learned Image Compression with Imperceptible Perturbations.
CoRR
Yang Sui, Zhuohang Li, Ding Ding, Xiang Pan, Xiaozhong Xu, Shan Liu, Zhenzhong Chen
2022 J jnl
Algorithm and Hardware Co-Design of Energy-Efficient LSTM Networks for Video Recognition with Hierarchical Tucker Tensor Decomposition.
CoRR
Yu Gong, Miao Yin, Lingyi Huang, Chunhua Deng, Yang Sui, Bo Yuan
2022 J jnl
CSTAR: Towards Compact and STructured Deep Neural Networks with Adversarial Robustness.
CoRR
Huy Phan, Miao Yin, Yang Sui, Bo Yuan, Saman A. Zonouz
2022 A* conf
HODEC: Towards Efficient High-Order DEcomposed Convolutional Neural Networks.
CVPR
Miao Yin, Yang Sui, Wanzhao Yang, Xiao Zang, Yu Gong, Bo Yuan
2021 A conf
Algorithm and Hardware Co-design for Deep Learning-powered Channel Decoder: A Case Study.
ICCAD
Boyang Zhang, Yang Sui, Lingyi Huang, Siyu Liao, Chunhua Deng, Bo Yuan
2021 A* conf
CHIP: CHannel Independence-based Pruning for Compact Neural Networks.
NeurIPS
Yang Sui, Miao Yin, Yi Xie, Huy Phan, Saman A. Zonouz, Bo Yuan
2021 J jnl
CHIP: CHannel Independence-based Pruning for Compact Neural Networks.
CoRR
Yang Sui, Miao Yin, Yi Xie, Huy Phan, Saman A. Zonouz, Bo Yuan
2021 A* conf
GoSPA: An Energy-efficient High-performance Globally Optimized SParse Convolutional Neural Network Accelerator.
ISCA
Chunhua Deng, Yang Sui, Siyu Liao, Xuehai Qian, Bo Yuan
2021 A* conf
Towards Efficient Tensor Decomposition-Based DNN Model Compression With Optimization Framework.
CVPR
Miao Yin, Yang Sui, Siyu Liao, Bo Yuan
2021 J jnl
Towards Efficient Tensor Decomposition-Based DNN Model Compression with Optimization Framework.
CoRR
Miao Yin, Yang Sui, Siyu Liao, Bo Yuan