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Ning Gu
Publications
- 2025
- [c157]Jiahao Liu
, Dongsheng Li
, Hansu Gu
, Peng Zhang
, Tun Lu
, Li Shang
, Ning Gu
:
Unbiased Collaborative Filtering with Fair Sampling. SIGIR 2025: 2555-2559 - [c156]Jiahao Liu
, Xueshuo Yan
, Dongsheng Li
, Guangping Zhang
, Hansu Gu
, Peng Zhang, Tun Lu, Li Shang, Ning Gu
:
Improving LLM-powered Recommendations with Personalized Information. SIGIR 2025: 2560-2565 - [c155]Jiahao Liu
, Shengkang Gu, Dongsheng Li
, Guangping Zhang
, Mingzhe Han, Hansu Gu
, Peng Zhang, Tun Lu, Li Shang, Ning Gu
:
AgentCF++: Memory-enhanced LLM-based Agents for Popularity-aware Cross-domain Recommendations. SIGIR 2025: 2566-2571 - [c154]Jiafeng Xia
, Dongsheng Li
, Hansu Gu
, Tun Lu
, Peng Zhang
, Li Shang
, Ning Gu
:
Oracle-guided Dynamic User Preference Modeling for Sequential Recommendation. WSDM 2025: 363-372 - [c153]Jiafeng Xia
, Dongsheng Li
, Hansu Gu
, Tun Lu
, Peng Zhang
, Li Shang
, Ning Gu
:
Frequency-aware Graph Signal Processing for Collaborative Filtering. WWW (Companion Volume) 2025: 1417-1421 - [i39]Jiahao Liu, Dongsheng Li, Hansu Gu, Peng Zhang, Tun Lu, Li Shang, Ning Gu:
Mitigating Popularity Bias in Collaborative Filtering through Fair Sampling. CoRR abs/2502.13840 (2025) - [i38]Jiahao Liu, Shengkang Gu, Dongsheng Li, Guangping Zhang, Mingzhe Han, Hansu Gu, Peng Zhang, Tun Lu, Li Shang, Ning Gu:
Enhancing Cross-Domain Recommendations with Memory-Optimized LLM-Based User Agents. CoRR abs/2502.13843 (2025) - [i37]Jiahao Liu, Xueshuo Yan, Dongsheng Li, Guangping Zhang, Hansu Gu, Peng Zhang, Tun Lu, Li Shang, Ning Gu:
Enhancing LLM-Based Recommendations Through Personalized Reasoning. CoRR abs/2502.13845 (2025) - [i32]Shengkang Gu, Jiahao Liu, Dongsheng Li, Guangping Zhang, Mingzhe Han, Hansu Gu, Peng Zhang, Ning Gu, Li Shang, Tun Lu:
LLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems. CoRR abs/2505.13528 (2025) - [i30]Jiongran Wu, Jiahao Liu, Dongsheng Li, Guangping Zhang, Mingzhe Han, Hansu Gu, Peng Zhang, Li Shang, Tun Lu, Ning Gu:
Bidirectional Knowledge Distillation for Enhancing Sequential Recommendation with Large Language Models. CoRR abs/2505.18120 (2025) - 2024
- [j67]Xiang Luo, Chen Zhang, Chenbo Geng, Yanzhi Yi, Jiahui Hu, Renwei Zhang, Zhen Zhang, Gianpietro Consolaro, Fan Yang, Tun Lu, Ning Gu, Li Shang:
TSCompiler: efficient compilation framework for dynamic-shape models. Sci. China Inf. Sci. 67(10) (2024) - [j65]Zhenyu Xu
, Hailin Xu
, Zhouyang Lu
, Yingying Zhao
, Rui Zhu
, Yujiang Wang
, Mingzhi Dong
, Yuhu Chang
, Qin Lv
, Robert P. Dick
, Fan Yang
, Tun Lu
, Ning Gu
, Li Shang
:
Can Large Language Models Be Good Companions?: An LLM-Based Eyewear System with Conversational Common Ground. Proc. ACM Interact. Mob. Wearable Ubiquitous Technol. 8(2): 87:1-87:41 (2024) - [j60]Guangping Zhang
, Dongsheng Li
, Hansu Gu
, Tun Lu
, Li Shang, Ning Gu
:
Simulating News Recommendation Ecosystems for Insights and Implications. IEEE Trans. Comput. Soc. Syst. 11(5): 5699-5713 (2024) - [c149]Fang Dong, Mengyi Chen, Jixian Zhou, Yubin Shi, Yixuan Chen, Mingzhi Dong, Yujiang Wang, Dongsheng Li, Xiaochen Yang, Rui Zhu, Robert P. Dick, Qin Lv, Fan Yang, Tun Lu, Ning Gu, Li Shang:
Once Read is Enough: Domain-specific Pretraining-free Language Models with Cluster-guided Sparse Experts for Long-tail Domain Knowledge. NeurIPS 2024 - [c148]Jiafeng Xia
, Dongsheng Li
, Hansu Gu
, Tun Lu
, Peng Zhang
, Li Shang
, Ning Gu
:
Neural Kalman Filtering for Robust Temporal Recommendation. WSDM 2024: 836-845 - [c147]Jiafeng Xia
, Dongsheng Li
, Hansu Gu
, Tun Lu
, Peng Zhang
, Li Shang
, Ning Gu
:
Hierarchical Graph Signal Processing for Collaborative Filtering. WWW 2024: 3229-3240 - [i29]Jiafeng Xia, Dongsheng Li, Hansu Gu, Tun Lu, Peng Zhang, Li Shang, Ning Gu:
Frequency-aware Graph Signal Processing for Collaborative Filtering. CoRR abs/2402.08426 (2024) - [i26]Yubin Shi, Yixuan Chen, Mingzhi Dong
, Xiaochen Yang, Dongsheng Li, Yujiang Wang, Robert P. Dick, Qin Lv, Yingying Zhao, Fan Yang, Tun Lu, Ning Gu, Li Shang:
Train Faster, Perform Better: Modular Adaptive Training in Over-Parameterized Models. CoRR abs/2405.07527 (2024) - [i22]Chenyu Wang, Shuo Yan, Yixuan Chen, Yujiang Wang, Mingzhi Dong
, Xiaochen Yang, Dongsheng Li, Robert P. Dick, Qin Lv, Fan Yang, Tun Lu, Ning Gu, Li Shang:
Denoising Reuse: Exploiting Inter-frame Motion Consistency for Efficient Video Latent Generation. CoRR abs/2409.12532 (2024) - [i19]Jiafeng Xia, Dongsheng Li, Hansu Gu, Tun Lu, Peng Zhang, Li Shang, Ning Gu:
Oracle-guided Dynamic User Preference Modeling for Sequential Recommendation. CoRR abs/2412.00813 (2024) - 2023
- [j54]Xiangyao Qi, Qi Lu, Wentao Pan
, Yingying Zhao
, Rui Zhu
, Mingzhi Dong
, Yuhu Chang
, Qin Lv
, Robert P. Dick
, Fan Yang
, Tun Lu
, Ning Gu
, Li Shang
:
CASES: A Cognition-Aware Smart Eyewear System for Understanding How People Read. Proc. ACM Interact. Mob. Wearable Ubiquitous Technol. 7(3): 115:1-115:31 (2023) - [c142]Yixuan Chen, Yubin Shi, Mingzhi Dong, Xiaochen Yang, Dongsheng Li, Yujiang Wang, Robert P. Dick, Qin Lv, Yingying Zhao, Fan Yang, Ning Gu, Li Shang:
Over-parameterized Model Optimization with Polyak-Łojasiewicz Condition. ICLR 2023 - [c140]Yubin Shi, Yixuan Chen, Mingzhi Dong, Xiaochen Yang, Dongsheng Li, Yujiang Wang, Robert P. Dick, Qin Lv, Yingying Zhao, Fan Yang, Tun Lu, Ning Gu, Li Shang:
Train Faster, Perform Better: Modular Adaptive Training in Over-Parameterized Models. NeurIPS 2023 - [c139]Jiahao Liu
, Dongsheng Li
, Hansu Gu
, Tun Lu
, Peng Zhang
, Li Shang
, Ning Gu
:
Triple Structural Information Modelling for Accurate, Explainable and Interactive Recommendation. SIGIR 2023: 1086-1095 - [c135]Jiahao Liu
, Dongsheng Li
, Hansu Gu
, Tun Lu
, Peng Zhang
, Li Shang
, Ning Gu
:
Personalized Graph Signal Processing for Collaborative Filtering. WWW 2023: 1264-1272 - [i18]Jiahao Liu, Dongsheng Li, Hansu Gu, Tun Lu, Peng Zhang, Li Shang, Ning Gu:
Personalized Graph Signal Processing for Collaborative Filtering. CoRR abs/2302.02113 (2023) - [i17]Jiahao Liu, Dongsheng Li, Hansu Gu, Tun Lu, Peng Zhang, Li Shang, Ning Gu:
Triple Structural Information Modelling for Accurate, Explainable and Interactive Recommendation. CoRR abs/2304.11528 (2023) - [i16]Guangping Zhang, Dongsheng Li, Hansu Gu, Tun Lu, Li Shang, Ning Gu:
Simulating News Recommendation Ecosystem for Fun and Profit. CoRR abs/2305.14103 (2023) - [i15]Jiahao Liu, Dongsheng Li, Hansu Gu, Tun Lu, Jiongran Wu, Peng Zhang, Li Shang, Ning Gu:
Recommendation Unlearning via Matrix Correction. CoRR abs/2307.15960 (2023) - [i11]Fangye Wang, Yingxu Wang, Hansu Gu, Dongsheng Li, Tun Lu, Peng Zhang, Li Shang, Ning Gu:
A Comprehensive Summarization and Evaluation of Feature Refinement Modules for CTR Prediction. CoRR abs/2311.04625 (2023) - [i9]Zhenyu Xu, Hailin Xu, Zhouyang Lu, Yingying Zhao
, Rui Zhu, Yujiang Wang, Mingzhi Dong
, Yuhu Chang, Qin Lv, Robert P. Dick, Fan Yang, Tun Lu, Ning Gu, Li Shang:
Can Large Language Models Be Good Companions? An LLM-Based Eyewear System with Conversational Common Ground. CoRR abs/2311.18251 (2023) - 2022
- [j49]Yingying Zhao
, Yuhu Chang
, Yutian Lu, Yujiang Wang
, Mingzhi Dong
, Qin Lv, Robert P. Dick, Fan Yang, Tun Lu, Ning Gu, Li Shang:
Do Smart Glasses Dream of Sentimental Visions?: Deep Emotionship Analysis for Eyewear Devices. Proc. ACM Interact. Mob. Wearable Ubiquitous Technol. 6(1): 38:1-38:29 (2022) - [j48]Yingying Zhao
, Ning Li
, Wentao Pan
, Yujiang Wang
, Mingzhi Dong
, Sharon Xianghua Ding
, Qin Lv
, Robert P. Dick
, Dongsheng Li
, Fan Yang
, Tun Lu
, Ning Gu
, Li Shang
:
Unveiling Causal Attention in Dogs' Eyes with Smart Eyewear. Proc. ACM Interact. Mob. Wearable Ubiquitous Technol. 6(4): 199:1-199:33 (2022) - [j42]Yingying Zhao
, Mingzhi Dong
, Yujiang Wang
, Da Feng, Qin Lv, Robert P. Dick
, Dongsheng Li
, Tun Lu, Ning Gu, Li Shang:
A Reinforcement-Learning-Based Energy-Efficient Framework for Multi-Task Video Analytics Pipeline. IEEE Trans. Multim. 24: 2150-2163 (2022) - [i8]Yingying Zhao, Yuhu Chang, Yutian Lu, Yujiang Wang, Mingzhi Dong, Qin Lv, Robert P. Dick, Fan Yang, Tun Lu, Ning Gu, Li Shang:
Do Smart Glasses Dream of Sentimental Visions? Deep Emotionship Analysis for Eyewear Devices. CoRR abs/2201.09933 (2022) - 2021
- [j40]Yuhu Chang
, Yingying Zhao
, Mingzhi Dong
, Yujiang Wang
, Yutian Lu, Qin Lv, Robert P. Dick, Tun Lu, Ning Gu, Li Shang:
MemX: An Attention-Aware Smart Eyewear System for Personalized Moment Auto-capture. Proc. ACM Interact. Mob. Wearable Ubiquitous Technol. 5(2): 56:1-56:23 (2021) - [i3]Yingying Zhao, Mingzhi Dong, Yujiang Wang, Da Feng, Qin Lv, Robert P. Dick, Dongsheng Li, Tun Lu, Ning Gu, Li Shang:
A Reinforcement-Learning-Based Energy-Efficient Framework for Multi-Task Video Analytics Pipeline. CoRR abs/2104.04443 (2021) - [i2]Yuhu Chang, Yingying Zhao, Mingzhi Dong, Yujiang Wang, Yutian Lu, Qin Lv, Robert P. Dick, Tun Lu, Ning Gu, Li Shang:
MemX: An Attention-Aware Smart Eyewear System for Personalized Moment Auto-capture. CoRR abs/2105.00916 (2021) - 2018
- [c102]Dongsheng Li
, Chao Chen, Qin Lv, Hansu Gu, Tun Lu, Li Shang, Ning Gu, Stephen M. Chu:
AdaError: An Adaptive Learning Rate Method for Matrix Approximation-based Collaborative Filtering. WWW 2018: 741-751 - 2017
- [j26]Dongsheng Li
, Qin Lv, Li Shang, Ning Gu:
Efficient privacy-preserving content recommendation for online social communities. Neurocomputing 219: 440-454 (2017) - 2016
- [j24]Dongsheng Li
, Chao Chen, Qin Lv, Li Shang, Yingying Zhao
, Tun Lu, Ning Gu:
An algorithm for efficient privacy-preserving item-based collaborative filtering. Future Gener. Comput. Syst. 55: 311-320 (2016) - 2014
- [j18]Dongsheng Li, Qin Lv, Li Shang, Ning Gu:
Item-based top-N recommendation resilient to aggregated information revelation. Knowl. Based Syst. 67: 290-304 (2014) - 2012
- [j14]Dongsheng Li
, Qin Lv, Xing Xie, Li Shang, Huanhuan Xia, Tun Lu, Ning Gu:
Interest-based real-time content recommendation in online social communities. Knowl. Based Syst. 28: 1-12 (2012) - 2011
- [c51]Dongsheng Li, Qin Lv, Li Shang, Ning Gu:
YANA: an efficient privacy-preserving recommender system for online social communities. CIKM 2011: 2269-2272 - [c46]Dongsheng Li, Qin Lv, Huanhuan Xia, Li Shang, Tun Lu, Ning Gu:
Pistis: A Privacy-Preserving Content Recommender System for Online Social Communities. Web Intelligence 2011: 79-86

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