2025
SelectFormer: Private and Practical Data Selection for Transformers
Xu Ouyang, Felix Xiaozhu Lin, Yangfeng Ji
The Thirteenth International Conference on Learning Representations (ICLR) 2025
SelectFormer: Private and Practical Data Selection for Transformers
Xu Ouyang, Felix Xiaozhu Lin, Yangfeng Ji
The Thirteenth International Conference on Learning Representations (ICLR) 2025
2024
Low-Bit Quantization Favors Undertrained LLMs: Scaling Laws for Quantized LLMs with 100T Training Tokens
Xu Ouyang, Tao Ge, Thomas Hartvigsen, Zhisong Zhang, Haitao Mi, Dong Yu
Arxiv 2024
Low-Bit Quantization Favors Undertrained LLMs: Scaling Laws for Quantized LLMs with 100T Training Tokens
Xu Ouyang, Tao Ge, Thomas Hartvigsen, Zhisong Zhang, Haitao Mi, Dong Yu
Arxiv 2024
2023
Efficient NLP Model Finetuning via Multistage Data Filtering
Xu Ouyang, Shahina Mohd Azam Ansari, Felix Xiaozhu Lin, Yangfeng Ji
International Joint Conference On Artificial Intelligence (IJCAI) 2023
Efficient NLP Model Finetuning via Multistage Data Filtering
Xu Ouyang, Shahina Mohd Azam Ansari, Felix Xiaozhu Lin, Yangfeng Ji
International Joint Conference On Artificial Intelligence (IJCAI) 2023
2022
Supertickets: Drawing Task-agnostic Lottery Tickets from Supernets via Jointly Architecture Searching and Parameter Pruning
Haoran You, Baopu Li, Zhanyi Sun, Xu Ouyang, Yingyan Lin
The European Conference on Computer Vision (ECCV) 2022
Supertickets: Drawing Task-agnostic Lottery Tickets from Supernets via Jointly Architecture Searching and Parameter Pruning
Haoran You, Baopu Li, Zhanyi Sun, Xu Ouyang, Yingyan Lin
The European Conference on Computer Vision (ECCV) 2022
Contrastive Quant: Quantization Makes Stronger Contrastive Learning
Yonggan Fu, Qixuan Yu, Meng Li, Xu Ouyang, Vikas Chandra, Yingyan Lin
ACM/IEEE Design Automation Conference (DAC) 2022
Contrastive Quant: Quantization Makes Stronger Contrastive Learning
Yonggan Fu, Qixuan Yu, Meng Li, Xu Ouyang, Vikas Chandra, Yingyan Lin
ACM/IEEE Design Automation Conference (DAC) 2022
I-FlatCam: A 253 FPS, 91.49 µJ/frame Ultra-compact Intelligent Lensless Camera for Real-time and Efficient Eye Tracking in VR/AR
Yang Zhao, Ziyun Li, Yonggan Fu, Yongan Zhang, Chaojian Li, Cheng Wan, Haoran You, Shang Wu, Xu Ouyang, Vivek Boominathan, Ashok Veeraraghavan, Yingyan Lin
IEEE Symposium on VLSI Technology and Circuits (VLSI) 2022
I-FlatCam: A 253 FPS, 91.49 µJ/frame Ultra-compact Intelligent Lensless Camera for Real-time and Efficient Eye Tracking in VR/AR
Yang Zhao, Ziyun Li, Yonggan Fu, Yongan Zhang, Chaojian Li, Cheng Wan, Haoran You, Shang Wu, Xu Ouyang, Vivek Boominathan, Ashok Veeraraghavan, Yingyan Lin
IEEE Symposium on VLSI Technology and Circuits (VLSI) 2022
e-G2C: A 0.14-to-8.31 µJ/Inference NN-based Processor with Continuous On-chip Adaptation for Anomaly Detection and ECG Conversion from EGM
Yang Zhao, Yongan Zhang, Yonggan Fu, Xu Ouyang, Cheng Wan, Shang Wu, Anton Banta, Mathews M John, Allison Post, Mehdi Razavi, Joseph Cavallaro, Behnaam Aazhang, Yingyan Lin
IEEE Symposium on VLSI Technology and Circuits (VLSI) 2022
e-G2C: A 0.14-to-8.31 µJ/Inference NN-based Processor with Continuous On-chip Adaptation for Anomaly Detection and ECG Conversion from EGM
Yang Zhao, Yongan Zhang, Yonggan Fu, Xu Ouyang, Cheng Wan, Shang Wu, Anton Banta, Mathews M John, Allison Post, Mehdi Razavi, Joseph Cavallaro, Behnaam Aazhang, Yingyan Lin
IEEE Symposium on VLSI Technology and Circuits (VLSI) 2022
2021
Drawing Robust Scratch Tickets: Subnetworks with Inborn Robustness are Found within Randomly Initialized Networks
Yonggan Fu, Qixuan Yu, Yang Zhang, Shang Wu, Xu Ouyang, David Cox, Yingyan Lin
The Conference on Neural Information Processing Systems (NeurIPS) 2021
Drawing Robust Scratch Tickets: Subnetworks with Inborn Robustness are Found within Randomly Initialized Networks
Yonggan Fu, Qixuan Yu, Yang Zhang, Shang Wu, Xu Ouyang, David Cox, Yingyan Lin
The Conference on Neural Information Processing Systems (NeurIPS) 2021
'BNN-BN=?': Training Binary Neural Networks Without Batch Normalization
Tianlong Chen, Zhenyu Zhang, Xu Ouyang, Zechun Liu, Zhiqiang Shen, Zhangyang Wang
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2021
'BNN-BN=?': Training Binary Neural Networks Without Batch Normalization
Tianlong Chen, Zhenyu Zhang, Xu Ouyang, Zechun Liu, Zhiqiang Shen, Zhangyang Wang
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2021