no code implementations • 27 Mar 2025 • Yujie Chen, Haotong Qin, Zhang Zhang, Michelo Magno, Luca Benini, Yawei Li
While low-bit quantization is an efficient model compression strategy for reducing size and accelerating IR tasks, SSM suffers substantial performance drops at ultra-low bit-widths (2-4 bits), primarily due to outliers that exacerbate quantization error.
no code implementations • 13 Mar 2025 • Zhang Zhang, Chao Sun, Chao Yue, Da Wen, Yujie Chen, Tianze Wang, Jianghao Leng
BEV features and voxel features present the real distribution of objects in 3D world compared to the image features.
1 code implementation • 20 Dec 2024 • Tengfei Ma, Yujie Chen, Liang Wang, Xuan Lin, Bosheng Song, Xiangxiang Zeng
These results demonstrate the effectiveness of S$^2$DN in preserving semantic consistency and enhancing the robustness of filtering out unreliable interactions in contaminated KGs.
1 code implementation • 16 Dec 2024 • Yujie Chen, Jiangyan Yi, Cunhang Fan, JianHua Tao, Yong Ren, Siding Zeng, Chu Yuan Zhang, Xinrui Yan, Hao Gu, Jun Xue, Chenglong Wang, Zhao Lv, Xiaohui Zhang
To address this issue, we propose a continual learning method named Region-Based Optimization (RegO) for audio deepfake detection.
no code implementations • 2 Dec 2024 • Xinrui Yan, Jiangyan Yi, JianHua Tao, Yujie Chen, Hao Gu, Guanjun Li, Junzuo Zhou, Yong Ren, Tao Xu
To address the issues, we propose a novel framework for open set model attribution of deepfake audio with rejection threshold adaptation (ReTA).
1 code implementation • 26 Sep 2024 • Guangyu Wang, Yujie Chen, Ming Gao, Zhiqiao Wu, Jiafu Tang, Jiabi Zhao
Accurate traffic prediction faces significant challenges, necessitating a deep understanding of both temporal and spatial cues and their complex interactions across multiple variables.
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no code implementations • 11 Jul 2024 • Siding Zeng, Jiangyan Yi, JianHua Tao, Yujie Chen, Shan Liang, Yong Ren, Xiaohui Zhang
However, they overlook the characteristics in target domain that are absent in source domain.
1 code implementation • 27 Apr 2024 • Yujie Chen, Anindya Bhadra, Antik Chakraborty
These models have been successfully applied in many fields, such as the Ising model in statistical physics and count graphical models in genomics.
1 code implementation • 19 Mar 2024 • Yuan Gao, Yiheng Zhu, Yuanbin Cao, Yinzhi Zhou, Zhen Wu, Yujie Chen, Shenglan Wu, Haoyuan Hu, Xinyu Dai
To alleviate this issue, we propose the Discriminate->Re-Compose->Re- Solve->Re-Decompose (Dr3) mechanism.
1 code implementation • 19 Jan 2024 • Cunhang Fan, Yujie Chen, Jun Xue, Yonghui Kong, JianHua Tao, Zhao Lv
This paper proposes a progressive distillation method based on masked generation features for KGC task, aiming to significantly reduce the complexity of pre-trained models.
1 code implementation • 9 Dec 2023 • Tengfei Ma, Yujie Chen, Wen Tao, Dashun Zheng, Xuan Lin, Patrick Cheong-lao Pang, Yiping Liu, Yijun Wang, Longyue Wang, Bosheng Song, Xiangxiang Zeng, Philip S. Yu
To address this limitation, we propose BioKDN (Biomedical Knowledge Graph Denoising Network) for robust molecular interaction prediction.
1 code implementation • 25 Oct 2023 • Ziyi Wang, Yujie Chen, Qifan Song, Ruqi Zhang
This paper investigates low-precision sampling via Stochastic Gradient Hamiltonian Monte Carlo (SGHMC) with low-precision and full-precision gradient accumulators for both strongly log-concave and non-log-concave distributions.
no code implementations • 27 Jun 2023 • Shunbo Dong, Jun Xue, Cunhang Fan, Kang Zhu, Yujie Chen, Zhao Lv
The main purpose of this system is to improve the model's ability to learn precise forgery information for FSD task in low-quality scenarios.
no code implementations • 6 Mar 2023 • Yuwei Chen, Zengde Deng, Yinzhi Zhou, Zaiyi Chen, Yujie Chen, Haoyuan Hu
This paper studies the online stochastic resource allocation problem (RAP) with chance constraints.
no code implementations • 30 Jun 2021 • Bowei Xi, Yujie Chen, Fan Fei, Zhan Tu, Xinyan Deng
Hence in a successful physical attack against DNN, targeted motion against the system should also be considered.
no code implementations • 7 Mar 2019 • Yujie Chen, Yu Qian, Yichen Yao, Zili Wu, Rongqi Li, Yinzhi Zhou, Haoyuan Hu, Yinghui Xu
In this paper, we study a courier dispatching problem (CDP) raised from an online pickup-service platform of Alibaba.