no code implementations • COLING 2022 • Jiayi Xie, Kaiwei Cai, Li Kong, Junsheng Zhou, Weiguang Qu
To this end, in this paper we take inspiration from contrastive learning and propose a novel unified Neural Pairwise Contrastive Regression (NPCR) model in which both objectives are optimized simultaneously as a single loss.
no code implementations • 23 Jan 2024 • Jiayi Xie, Hongfeng Li, Jin Cheng, Qingrui Cai, Hanbo Tan, Lingyun Zu, Xiaobo Qu, Hongbin Han
Consequently, the proposed method allows for the quantitative analysis and identification of the specific pattern of molecular transport within the ECS through the calculation of the Peclet number.
1 code implementation • 21 Oct 2023 • Jiayi Xie, Shang Liu, Gao Cong, Zhenzhong Chen
In this work, we propose a Unified framework of Sequential Search and Recommendation (UnifiedSSR) for joint learning of user behavior history in both search and recommendation scenarios.
no code implementations • 16 Jan 2023 • Bo Zhang, Yuchen Guo, Runzhao Yang, Zhihong Zhang, Jiayi Xie, Jinli Suo, Qionghai Dai
In this paper, we contribute the first multi-illuminance, multi-camera, and low-light dataset, named DarkVision, serving for both image enhancement and object detection.
1 code implementation • 4 Sep 2022 • Jiayi Xie, Zhenzhong Chen
The stacking of encoders captures the latent hierarchical structure of the check-in sequence, which is used to predict the next visiting POI.
1 code implementation • 6 Jan 2022 • Yaochen Zhu, Jing Yi, Jiayi Xie, Zhenzhong Chen
As with all observational studies, hidden confounders, which are factors that affect both item exposures and user ratings, lead to a systematic bias in the estimation.
no code implementations • 15 Jul 2021 • Jing Yi, Yaochen Zhu, Jiayi Xie, Zhenzhong Chen
Moreover, the multimodal information is fused by the product-of-experts (PoE) principle, where the semantic information in visual and textual modalities of the micro-video are weighted according to their variance estimations such that the modality with a lower noise level is given more weights.
no code implementations • 21 May 2021 • Michael Tashman, John Hoffman, Jiayi Xie, Fengdan Ye, Atefeh Morsali, Lee Winikor, Rouzbeh Gerami
Reinforcement learning (RL) is an effective technique for training decision-making agents through interactions with their environment.
no code implementations • 25 Jan 2021 • Jiayi Xie, Michael Tashman, John Hoffman, Lee Winikor, Rouzbeh Gerami
Many online applications running on live traffic are powered by machine learning models, for which training, validation, and hyper-parameter tuning are conducted on historical data.
no code implementations • 1 Jun 2020 • Michael Tashman, Jiayi Xie, John Hoffman, Lee Winikor, Rouzbeh Gerami
This method generates a control score for each KPI, based on both the output of a PID controller module and a metric that quantifies the importance of each KPI for internal business needs.
1 code implementation • 28 Mar 2020 • Yaochen Zhu, Jiayi Xie, Zhenzhong Chen
As an emerging type of user-generated content, micro-video drastically enriches people's entertainment experiences and social interactions.