no code implementations • 30 Nov 2024 • Nikhil Kumar Koditala, Chelsea Jui-Ting Ju, Ruirui Li, Minho Jin, Aman Chadha, Andreas Stolcke
A speaker verification (SV) system offers an authentication service designed to confirm whether a given speech sample originates from a specific speaker.
no code implementations • 31 Jul 2024 • Kewei Cheng, Jingfeng Yang, Haoming Jiang, Zhengyang Wang, Binxuan Huang, Ruirui Li, Shiyang Li, Zheng Li, Yifan Gao, Xian Li, Bing Yin, Yizhou Sun
To investigate into the true inductive reasoning capabilities of LLMs, we propose a novel framework, SolverLearner.
no code implementations • 16 Jun 2024 • Haoyu Wang, Tianci Liu, Ruirui Li, Monica Cheng, Tuo Zhao, Jing Gao
By adding a sparsity constraint on the product of low-rank matrices and converting it to row and column-wise sparsity, we ensure efficient and precise model updates.
no code implementations • 23 Apr 2024 • Kexin Meng, Ruirui Li, Daguang Jiang
Human pose estimation is a fundamental and challenging task in computer vision.
1 code implementation • 10 Apr 2024 • Bowen Jin, Chulin Xie, Jiawei Zhang, Kashob Kumar Roy, Yu Zhang, Zheng Li, Ruirui Li, Xianfeng Tang, Suhang Wang, Yu Meng, Jiawei Han
Then, we propose a simple and effective framework called Graph Chain-of-thought (Graph-CoT) to augment LLMs with graphs by encouraging LLMs to reason on the graph iteratively.
no code implementations • 7 Apr 2024 • Yukun Yang, Naihao Wang, Haixin Yang, Ruirui Li
Based on CSR, this study designs a joint sample selection strategy and constructs a comprehensive and powerful learning framework called CSR+.
no code implementations • 27 Mar 2024 • Xiusi Chen, Hongzhi Wen, Sreyashi Nag, Chen Luo, Qingyu Yin, Ruirui Li, Zheng Li, Wei Wang
Such a constitution discovery pipeline can be run iteratively and automatically to discover new constitutions that specifically target the alignment gaps in the current LLM.
1 code implementation • 15 Mar 2024 • Tianxin Wei, Bowen Jin, Ruirui Li, Hansi Zeng, Zhengyang Wang, Jianhui Sun, Qingyu Yin, Hanqing Lu, Suhang Wang, Jingrui He, Xianfeng Tang
Developing a universal model that can effectively harness heterogeneous resources and respond to a wide range of personalized needs has been a longstanding community aspiration.
no code implementations • 16 Feb 2024 • Haoyu Wang, Ruirui Li, Haoming Jiang, Jinjin Tian, Zhengyang Wang, Chen Luo, Xianfeng Tang, Monica Cheng, Tuo Zhao, Jing Gao
Retrieval-augmented Large Language Models (LLMs) offer substantial benefits in enhancing performance across knowledge-intensive scenarios.
no code implementations • 30 Dec 2023 • Yinglun Xu, Tarun Suresh, Rohan Gumaste, David Zhu, Ruirui Li, Zhengyang Wang, Haoming Jiang, Xianfeng Tang, Qingyu Yin, Monica Xiao Cheng, Qi Zeng, Chao Zhang, Gagandeep Singh
To overcome the challenge, our insight is that both challenges come from the state-actions not supported in the dataset.
1 code implementation • 11 Oct 2023 • Bowen Jin, Hansi Zeng, Guoyin Wang, Xiusi Chen, Tianxin Wei, Ruirui Li, Zhengyang Wang, Zheng Li, Yang Li, Hanqing Lu, Suhang Wang, Jiawei Han, Xianfeng Tang
Semantic identifier (ID) is an important concept in information retrieval that aims to preserve the semantics of objects such as documents and items inside their IDs.
1 code implementation • NeurIPS 2023 • Wei Jin, Haitao Mao, Zheng Li, Haoming Jiang, Chen Luo, Hongzhi Wen, Haoyu Han, Hanqing Lu, Zhengyang Wang, Ruirui Li, Zhen Li, Monica Xiao Cheng, Rahul Goutam, Haiyang Zhang, Karthik Subbian, Suhang Wang, Yizhou Sun, Jiliang Tang, Bing Yin, Xianfeng Tang
To test the potential of the dataset, we introduce three tasks in this work: (1) next-product recommendation, (2) next-product recommendation with domain shifts, and (3) next-product title generation.
no code implementations • 9 Mar 2023 • Tao Chen, Ruirui Li, Jiafeng Fu, Daguang Jiang
However, for small targets, there still be seriously missed detections due to the loss of key detail features.
no code implementations • 8 Apr 2022 • Zijun Xue, Ruirui Li, Mingda Li
Conversational artificial intelligence (AI) is becoming an increasingly popular topic among industry and academia.
1 code implementation • 29 Mar 2022 • Jiarun Liu, Daguang Jiang, Yukun Yang, Ruirui Li
The state-of-the-art learning with noisy label method Co-teaching and Co-teaching+ confronts the noisy label by mutual-information between dual-network.
no code implementations • 22 Feb 2022 • Xin Zhang, Minho Jin, Roger Cheng, Ruirui Li, Eunjung Han, Andreas Stolcke
In this work, we propose contrastive-mixup, a novel augmentation strategy that learns distinguishing representations based on a distance metric.
no code implementations • 7 Feb 2022 • Metehan Cekic, Ruirui Li, Zeya Chen, Yuguang Yang, Andreas Stolcke, Upamanyu Madhow
Speaker recognition, recognizing speaker identities based on voice alone, enables important downstream applications, such as personalization and authentication.
no code implementations • 10 Jan 2022 • Tao Chen, Yiran Liu, Haoyu Jiang, Ruirui Li
While CNN excels at extracting local detail features, the Transformer naturally perceives global contextual information.
2 code implementations • 11 Sep 2021 • Jiarun Liu, Ruirui Li, Chuan Sun
With the development of deep learning, medical image classification has been significantly improved.
no code implementations • 18 Jun 2021 • Ruirui Li, Chelsea J. -T. Ju, Zeya Chen, Hongda Mao, Oguz Elibol, Andreas Stolcke
Based on whether the speech content is constrained or not, both text-dependent (TD) and text-independent (TI) speaker recognition models may be used.
no code implementations • 28 Aug 2020 • Zhenhang Huang, Shihao Sun, Ruirui Li
Object detection and instance segmentation in remote sensing images is a fundamental and challenging task, due to the complexity of scenes and targets.
1 code implementation • ICLR 2020 • Huaxiu Yao, Xian Wu, Zhiqiang Tao, Yaliang Li, Bolin Ding, Ruirui Li, Zhenhui Li
In order to efficiently learn with small amount of data on new tasks, meta-learning transfers knowledge learned from previous tasks to the new ones.
2 code implementations • CVPR 2019 • Wei Hu, Yangyu Huang, Fan Zhang, Ruirui Li
Benefit from large-scale training datasets, deep Convolutional Neural Networks(CNNs) have achieved impressive results in face recognition(FR).
no code implementations • 13 Mar 2019 • Ruirui Li, Mingming Li, Jiacheng Li, Yating Zhou
We develop a connection sensitive attention U-Net(CSAU) for accurate retinal vessel segmentation.
no code implementations • 7 Mar 2019 • Yi Peng, Shihao Sun, Zheng Wang, Yining Pan, Ruirui Li
Robust semantic segmentation of VHR remote sensing images from UAV sensors is critical for earth observation, land use, land cover or mapping applications.
no code implementations • 24 Jul 2018 • Shihao Sun, Lei Yang, Wenjie Liu, Ruirui Li
In recent years, Fully Convolutional Networks (FCN) has been widely used in various semantic segmentation tasks, including multi-modal remote sensing imagery.
no code implementations • 29 Apr 2018 • Kai Yue, Lei Yang, Ruirui Li, Wei Hu, Fan Zhang, Wei Li
For the task of subdecimeter aerial imagery segmentation, fine-grained semantic segmentation results are usually difficult to obtain because of complex remote sensing content and optical conditions.
1 code implementation • 17 Mar 2018 • Wei Hu, Yangyu Huang, Fan Zhang, Ruirui Li, Wei Li, Guodong Yuan
Deep convolutional neural networks (CNNs) have greatly improved the Face Recognition (FR) performance in recent years.
Ranked #1 on
Face Verification
on YouTube Faces DB
2 code implementations • 1 Sep 2017 • Ruirui Li, Wenjie Liu, Lei Yang, Shihao Sun, Wei Hu, Fan Zhang, Wei Li
Semantic segmentation is a fundamental research in remote sensing image processing.