From Static Personal Values to Contextualized Personalization: Bayesian Personalized Value Alignment for LLMs
Hanze Guo, Aixuan Song, Jing Yao, Xiangxu Zhang, Xiaoyuan Yi, Xing Xie, Xiao Zhou
September 2026
arXiv | September 2026
Jing Yao
Researcher
论文与出版物
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CultureConverse: A Multilingual Multi-turn Simulation Harness for Culturally Grounded Assistance in East and Southeast Asia
Bryan Chen Zhengyu Tan, Weihua Zheng, Thong T. Doan, Ngoc Bich Doan, Jia Wang Peh, Xiaoyuan Yi, Jing Yao, Xing Xie, Nancy F. Chen, Zhengyuan Liu, Jinyeong Bak, Wafi Shamdi, Soo-Kai Chie, Liew Yu Siong, Aina Azyyati Binti Mohamad Rezal, Lew Yan Yan Vanessa, Huarui Wu, Dylan Raharja, Nadya Yuki Wangsajaya, Akane Fukushige, Kazushi Kato, K. Inoue, Tatsuya Kawahara, J. Seo, Dongjun Kim, Seungyoon Lee, Z. Pang, Rui Yang Tan, Charibeth Cheng, M. R. J. Estuar, J. Montalan, Duc Minh Pham, Roy Ka-Wei Lee
August 2026
arXiv | August 2026
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PNRM: A Pre-training News Recommendation Model with Contrastive Sampling
Qianyu Zhang, Zhicheng Dou, Jing Yao
CCF Conference on Big Data | July 2026
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Disentangling Consensus and Value-Specific Representations for Controllable Pluralistic Value Alignment of LLMs
JianKui Zhou, Jing Yao, Xiaoyuan Yi, Peng Zhang, Ning Gu, Zhan Hu, Xing Xie, Tun Lu
ICML 2026 | June 2026
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Can Persona-Prompted LLMs Emulate Subgroup Values? An Empirical Analysis of Generalisability and Fairness in Cultural Alignment
Bryan Chen Zhengyu Tan, Zhengyuan Liu, Xiaoyuan Yi, Jing Yao, Xing Xie, Nancy F. Chen, Roy Ka-Wei Lee
April 2026
arXiv | April 2026
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Human Values Matter: Investigating How Misalignment Shapes Collective Behaviors in LLM Agent Communities
Xiangxu Zhang, Jiaming Wang, Qinlin Zhao, Hanze Guo, Linzhuo Li, Jing Yao, Xiao Zhou, Xiaoyuan Yi, Xing Xie
April 2026
arXiv | April 2026
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CAReDiO: Cultural Alignment via Representativeness and Distinctiveness Guided Data Optimization
Jing Yao, Xiaoyuan Yi, Jindong Wang, Zhicheng Dou, Xing Xie
ICML 2026 | March 2026
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Influence-based Online Experience Selection for Effective RLHF
Yifan Gong, Jing Yao, Xiting Wang, Xunlong Wang, Xiaoyuan Yi, Xing Xie
January 2026
January 2026
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MMAC: A Multilingual, Multimodal Alignment Framework for Cultural Grounding Evaluation
Weihua Zheng, Zhengyuan Liu, Tanmoy Chakraborty, Weiwen Xu, Xiaoxue Gao, Bryan Chen Zhengyu Tan, Bowei Zou, Chang Liu, Yujia Hu, Xing Xie, Xiaoyuan Yi, Jing Yao, Chaojun Wang, Long Li, Rui Liu, Huiya Liu, K. Inoue, Ryuichi Sumida, Tatsuya Kawahara, Fan Xu, Lingyu Ye, Wei Tian, Dongjun Kim, Jimin Jung, J. Seo, Nadya Yuki Wangsajaya, P. M. Duc, Ojasva Saxena, Palash Nandi, Xiyan Tao, Wiwik Karlina, T. Luong, Keertana Arun Vasan, Roy Ka-Wei Lee, Nancy F. Chen
Annual Meeting of the Association for Computational Linguistics | January 2026
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Counterfactual Reasoning for Steerable Pluralistic Value Alignment of Large Language Models
Hanze Guo, Jing Yao, Xiao Zhou, Xiaoyuan Yi, Xing Xie
NeurIPS 2025 | October 2025
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AdAEM: An Adaptively and Automated Extensible Measurement of LLMs’ Value Difference
Shitong Duan, Xiaoyuan Yi, Peng Zhang, Dongkuan Xu, Jing Yao, Tun Lu, Ning Gu, Xing Xie
ICLR 2026 | May 2025
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Research Superalignment Should Advance Now with Alternating Competence and Conformity Optimization
Hyunjin Kim, Xiaoyuan Yi, Jing Yao, Muhua Huang, J. Bak, James Evans, Xing Xie
March 2025
ArXiv | March 2025
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CLAVE: An Adaptive Framework for Evaluating Values of LLM Generated Responses
Jing Yao, Xiaoyuan Yi, Xing Xie
NeurIPS 2024 | July 2024
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On the Essence and Prospect: An Investigation of Alignment Approaches for Big Models
Xinpeng Wang, Shitong Duan, Xiaoyuan Yi, Jing Yao, Shanlin Zhou, Zhihua Wei, Peng Zhang, Dongkuan Xu, Maosong Sun, Xing Xie
IJCAI 2024 | March 2024
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Towards Explainable Collaborative Filtering with Taste Clusters Learning
Yuntao Du, Jianxun Lian, Jing Yao, Xiting Wang, Mingqi Wu, Lu Chen, Yunjun Gao, Xing Xie
the Web Conference 2023 | April 2023
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USER: A Unified Information Search and Recommendation Model based on Integrated Behavior Sequence
Jing Yao, Zhicheng Dou, Ruobing Xie, Ji-Rong Wehn
Conference on Information and Knowledge Management | November 2021
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FedPS: A Privacy Protection Enhanced Personalized Search Framework
Jing Yao, Zhicheng Dou, Ji-Rong Wen
The Web Conference | April 2021
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Employing Personal Word Embeddings for Personalized Search
Jing Yao, Zhicheng Dou, Ji-Rong Wen
International ACM SIGIR Conference on Research and Development in Information Retrieval | July 2020
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RLPer: A reinforcement learning model for personalized search
Jing Yao, Zhicheng Dou, Jun Xu, Ji-Rong Wen
The Web Conference | April 2020
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From Static Personal Values to Contextualized Personalization: Bayesian Personalized Value Alignment for LLMs
Hanze Guo, Aixuan Song, Jing Yao, Xiangxu Zhang, Xiaoyuan Yi, Xing Xie, Xiao Zhou
September 2026
arXiv | September 2026
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Disentangling Consensus and Value-Specific Representations for Controllable Pluralistic Value Alignment of LLMs
JianKui Zhou, Jing Yao, Xiaoyuan Yi, Peng Zhang, Ning Gu, Zhan Hu, Xing Xie, Tun Lu
ICML 2026 | June 2026
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Can Persona-Prompted LLMs Emulate Subgroup Values? An Empirical Analysis of Generalisability and Fairness in Cultural Alignment
Bryan Chen Zhengyu Tan, Zhengyuan Liu, Xiaoyuan Yi, Jing Yao, Xing Xie, Nancy F. Chen, Roy Ka-Wei Lee
April 2026
arXiv | April 2026
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Human Values Matter: Investigating How Misalignment Shapes Collective Behaviors in LLM Agent Communities
Xiangxu Zhang, Jiaming Wang, Qinlin Zhao, Hanze Guo, Linzhuo Li, Jing Yao, Xiao Zhou, Xiaoyuan Yi, Xing Xie
April 2026
arXiv | April 2026
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CAReDiO: Cultural Alignment via Representativeness and Distinctiveness Guided Data Optimization
Jing Yao, Xiaoyuan Yi, Jindong Wang, Zhicheng Dou, Xing Xie
ICML 2026 | March 2026
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Influence-based Online Experience Selection for Effective RLHF
Yifan Gong, Jing Yao, Xiting Wang, Xunlong Wang, Xiaoyuan Yi, Xing Xie
January 2026
January 2026
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MMAC: A Multilingual, Multimodal Alignment Framework for Cultural Grounding Evaluation
Weihua Zheng, Zhengyuan Liu, Tanmoy Chakraborty, Weiwen Xu, Xiaoxue Gao, Bryan Chen Zhengyu Tan, Bowei Zou, Chang Liu, Yujia Hu, Xing Xie, Xiaoyuan Yi, Jing Yao, Chaojun Wang, Long Li, Rui Liu, Huiya Liu, K. Inoue, Ryuichi Sumida, Tatsuya Kawahara, Fan Xu, Lingyu Ye, Wei Tian, Dongjun Kim, Jimin Jung, J. Seo, Nadya Yuki Wangsajaya, P. M. Duc, Ojasva Saxena, Palash Nandi, Xiyan Tao, Wiwik Karlina, T. Luong, Keertana Arun Vasan, Roy Ka-Wei Lee, Nancy F. Chen
Annual Meeting of the Association for Computational Linguistics | January 2026
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Counterfactual Reasoning for Steerable Pluralistic Value Alignment of Large Language Models
Hanze Guo, Jing Yao, Xiao Zhou, Xiaoyuan Yi, Xing Xie
NeurIPS 2025 | October 2025
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AdAEM: An Adaptively and Automated Extensible Measurement of LLMs’ Value Difference
Shitong Duan, Xiaoyuan Yi, Peng Zhang, Dongkuan Xu, Jing Yao, Tun Lu, Ning Gu, Xing Xie
ICLR 2026 | May 2025
-
Research Superalignment Should Advance Now with Alternating Competence and Conformity Optimization
Hyunjin Kim, Xiaoyuan Yi, Jing Yao, Muhua Huang, J. Bak, James Evans, Xing Xie
March 2025
ArXiv | March 2025
-
CLAVE: An Adaptive Framework for Evaluating Values of LLM Generated Responses
Jing Yao, Xiaoyuan Yi, Xing Xie
NeurIPS 2024 | July 2024
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On the Essence and Prospect: An Investigation of Alignment Approaches for Big Models
Xinpeng Wang, Shitong Duan, Xiaoyuan Yi, Jing Yao, Shanlin Zhou, Zhihua Wei, Peng Zhang, Dongkuan Xu, Maosong Sun, Xing Xie
IJCAI 2024 | March 2024
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USER: A Unified Information Search and Recommendation Model based on Integrated Behavior Sequence
Jing Yao, Zhicheng Dou, Ruobing Xie, Ji-Rong Wehn
Conference on Information and Knowledge Management | November 2021
-
FedPS: A Privacy Protection Enhanced Personalized Search Framework
Jing Yao, Zhicheng Dou, Ji-Rong Wen
The Web Conference | April 2021
-
Employing Personal Word Embeddings for Personalized Search
Jing Yao, Zhicheng Dou, Ji-Rong Wen
International ACM SIGIR Conference on Research and Development in Information Retrieval | July 2020
-
RLPer: A reinforcement learning model for personalized search
Jing Yao, Zhicheng Dou, Jun Xu, Ji-Rong Wen
The Web Conference | April 2020
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From Static Personal Values to Contextualized Personalization: Bayesian Personalized Value Alignment for LLMs
Hanze Guo, Aixuan Song, Jing Yao, Xiangxu Zhang, Xiaoyuan Yi, Xing Xie, Xiao Zhou
September 2026
arXiv | September 2026
-
CultureConverse: A Multilingual Multi-turn Simulation Harness for Culturally Grounded Assistance in East and Southeast Asia
Bryan Chen Zhengyu Tan, Weihua Zheng, Thong T. Doan, Ngoc Bich Doan, Jia Wang Peh, Xiaoyuan Yi, Jing Yao, Xing Xie, Nancy F. Chen, Zhengyuan Liu, Jinyeong Bak, Wafi Shamdi, Soo-Kai Chie, Liew Yu Siong, Aina Azyyati Binti Mohamad Rezal, Lew Yan Yan Vanessa, Huarui Wu, Dylan Raharja, Nadya Yuki Wangsajaya, Akane Fukushige, Kazushi Kato, K. Inoue, Tatsuya Kawahara, J. Seo, Dongjun Kim, Seungyoon Lee, Z. Pang, Rui Yang Tan, Charibeth Cheng, M. R. J. Estuar, J. Montalan, Duc Minh Pham, Roy Ka-Wei Lee
August 2026
arXiv | August 2026
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Human Values Matter: Investigating How Misalignment Shapes Collective Behaviors in LLM Agent Communities
Xiangxu Zhang, Jiaming Wang, Qinlin Zhao, Hanze Guo, Linzhuo Li, Jing Yao, Xiao Zhou, Xiaoyuan Yi, Xing Xie
April 2026
arXiv | April 2026
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CAReDiO: Cultural Alignment via Representativeness and Distinctiveness Guided Data Optimization
Jing Yao, Xiaoyuan Yi, Jindong Wang, Zhicheng Dou, Xing Xie
ICML 2026 | March 2026
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On the Essence and Prospect: An Investigation of Alignment Approaches for Big Models
Xinpeng Wang, Shitong Duan, Xiaoyuan Yi, Jing Yao, Shanlin Zhou, Zhihua Wei, Peng Zhang, Dongkuan Xu, Maosong Sun, Xing Xie
IJCAI 2024 | March 2024
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CultureConverse: A Multilingual Multi-turn Simulation Harness for Culturally Grounded Assistance in East and Southeast Asia
Bryan Chen Zhengyu Tan, Weihua Zheng, Thong T. Doan, Ngoc Bich Doan, Jia Wang Peh, Xiaoyuan Yi, Jing Yao, Xing Xie, Nancy F. Chen, Zhengyuan Liu, Jinyeong Bak, Wafi Shamdi, Soo-Kai Chie, Liew Yu Siong, Aina Azyyati Binti Mohamad Rezal, Lew Yan Yan Vanessa, Huarui Wu, Dylan Raharja, Nadya Yuki Wangsajaya, Akane Fukushige, Kazushi Kato, K. Inoue, Tatsuya Kawahara, J. Seo, Dongjun Kim, Seungyoon Lee, Z. Pang, Rui Yang Tan, Charibeth Cheng, M. R. J. Estuar, J. Montalan, Duc Minh Pham, Roy Ka-Wei Lee
August 2026
arXiv | August 2026
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PNRM: A Pre-training News Recommendation Model with Contrastive Sampling
Qianyu Zhang, Zhicheng Dou, Jing Yao
CCF Conference on Big Data | July 2026
-
-
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Can Persona-Prompted LLMs Emulate Subgroup Values? An Empirical Analysis of Generalisability and Fairness in Cultural Alignment
Bryan Chen Zhengyu Tan, Zhengyuan Liu, Xiaoyuan Yi, Jing Yao, Xing Xie, Nancy F. Chen, Roy Ka-Wei Lee
April 2026
arXiv | April 2026
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Research Superalignment Should Advance Now with Alternating Competence and Conformity Optimization
Hyunjin Kim, Xiaoyuan Yi, Jing Yao, Muhua Huang, J. Bak, James Evans, Xing Xie
March 2025
ArXiv | March 2025
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Towards Explainable Collaborative Filtering with Taste Clusters Learning
Yuntao Du, Jianxun Lian, Jing Yao, Xiting Wang, Mingqi Wu, Lu Chen, Yunjun Gao, Xing Xie
the Web Conference 2023 | April 2023
-
USER: A Unified Information Search and Recommendation Model based on Integrated Behavior Sequence
Jing Yao, Zhicheng Dou, Ruobing Xie, Ji-Rong Wehn
Conference on Information and Knowledge Management | November 2021
-
FedPS: A Privacy Protection Enhanced Personalized Search Framework
Jing Yao, Zhicheng Dou, Ji-Rong Wen
The Web Conference | April 2021
-
Employing Personal Word Embeddings for Personalized Search
Jing Yao, Zhicheng Dou, Ji-Rong Wen
International ACM SIGIR Conference on Research and Development in Information Retrieval | July 2020
-
RLPer: A reinforcement learning model for personalized search
Jing Yao, Zhicheng Dou, Jun Xu, Ji-Rong Wen
The Web Conference | April 2020
-
-
-
From Static Personal Values to Contextualized Personalization: Bayesian Personalized Value Alignment for LLMs
Hanze Guo, Aixuan Song, Jing Yao, Xiangxu Zhang, Xiaoyuan Yi, Xing Xie, Xiao Zhou
September 2026
arXiv | September 2026
-
CultureConverse: A Multilingual Multi-turn Simulation Harness for Culturally Grounded Assistance in East and Southeast Asia
Bryan Chen Zhengyu Tan, Weihua Zheng, Thong T. Doan, Ngoc Bich Doan, Jia Wang Peh, Xiaoyuan Yi, Jing Yao, Xing Xie, Nancy F. Chen, Zhengyuan Liu, Jinyeong Bak, Wafi Shamdi, Soo-Kai Chie, Liew Yu Siong, Aina Azyyati Binti Mohamad Rezal, Lew Yan Yan Vanessa, Huarui Wu, Dylan Raharja, Nadya Yuki Wangsajaya, Akane Fukushige, Kazushi Kato, K. Inoue, Tatsuya Kawahara, J. Seo, Dongjun Kim, Seungyoon Lee, Z. Pang, Rui Yang Tan, Charibeth Cheng, M. R. J. Estuar, J. Montalan, Duc Minh Pham, Roy Ka-Wei Lee
August 2026
arXiv | August 2026
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Can Persona-Prompted LLMs Emulate Subgroup Values? An Empirical Analysis of Generalisability and Fairness in Cultural Alignment
Bryan Chen Zhengyu Tan, Zhengyuan Liu, Xiaoyuan Yi, Jing Yao, Xing Xie, Nancy F. Chen, Roy Ka-Wei Lee
April 2026
arXiv | April 2026
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Human Values Matter: Investigating How Misalignment Shapes Collective Behaviors in LLM Agent Communities
Xiangxu Zhang, Jiaming Wang, Qinlin Zhao, Hanze Guo, Linzhuo Li, Jing Yao, Xiao Zhou, Xiaoyuan Yi, Xing Xie
April 2026
arXiv | April 2026
-
Influence-based Online Experience Selection for Effective RLHF
Yifan Gong, Jing Yao, Xiting Wang, Xunlong Wang, Xiaoyuan Yi, Xing Xie
January 2026
January 2026
-
Research Superalignment Should Advance Now with Alternating Competence and Conformity Optimization
Hyunjin Kim, Xiaoyuan Yi, Jing Yao, Muhua Huang, J. Bak, James Evans, Xing Xie
March 2025
ArXiv | March 2025
-
-
-
PNRM: A Pre-training News Recommendation Model with Contrastive Sampling
Qianyu Zhang, Zhicheng Dou, Jing Yao
CCF Conference on Big Data | July 2026
-
Disentangling Consensus and Value-Specific Representations for Controllable Pluralistic Value Alignment of LLMs
JianKui Zhou, Jing Yao, Xiaoyuan Yi, Peng Zhang, Ning Gu, Zhan Hu, Xing Xie, Tun Lu
ICML 2026 | June 2026
-
CAReDiO: Cultural Alignment via Representativeness and Distinctiveness Guided Data Optimization
Jing Yao, Xiaoyuan Yi, Jindong Wang, Zhicheng Dou, Xing Xie
ICML 2026 | March 2026
-
MMAC: A Multilingual, Multimodal Alignment Framework for Cultural Grounding Evaluation
Weihua Zheng, Zhengyuan Liu, Tanmoy Chakraborty, Weiwen Xu, Xiaoxue Gao, Bryan Chen Zhengyu Tan, Bowei Zou, Chang Liu, Yujia Hu, Xing Xie, Xiaoyuan Yi, Jing Yao, Chaojun Wang, Long Li, Rui Liu, Huiya Liu, K. Inoue, Ryuichi Sumida, Tatsuya Kawahara, Fan Xu, Lingyu Ye, Wei Tian, Dongjun Kim, Jimin Jung, J. Seo, Nadya Yuki Wangsajaya, P. M. Duc, Ojasva Saxena, Palash Nandi, Xiyan Tao, Wiwik Karlina, T. Luong, Keertana Arun Vasan, Roy Ka-Wei Lee, Nancy F. Chen
Annual Meeting of the Association for Computational Linguistics | January 2026
-
Counterfactual Reasoning for Steerable Pluralistic Value Alignment of Large Language Models
Hanze Guo, Jing Yao, Xiao Zhou, Xiaoyuan Yi, Xing Xie
NeurIPS 2025 | October 2025
-
AdAEM: An Adaptively and Automated Extensible Measurement of LLMs’ Value Difference
Shitong Duan, Xiaoyuan Yi, Peng Zhang, Dongkuan Xu, Jing Yao, Tun Lu, Ning Gu, Xing Xie
ICLR 2026 | May 2025
-
CLAVE: An Adaptive Framework for Evaluating Values of LLM Generated Responses
Jing Yao, Xiaoyuan Yi, Xing Xie
NeurIPS 2024 | July 2024
-
On the Essence and Prospect: An Investigation of Alignment Approaches for Big Models
Xinpeng Wang, Shitong Duan, Xiaoyuan Yi, Jing Yao, Shanlin Zhou, Zhihua Wei, Peng Zhang, Dongkuan Xu, Maosong Sun, Xing Xie
IJCAI 2024 | March 2024
-
Towards Explainable Collaborative Filtering with Taste Clusters Learning
Yuntao Du, Jianxun Lian, Jing Yao, Xiting Wang, Mingqi Wu, Lu Chen, Yunjun Gao, Xing Xie
the Web Conference 2023 | April 2023
-
USER: A Unified Information Search and Recommendation Model based on Integrated Behavior Sequence
Jing Yao, Zhicheng Dou, Ruobing Xie, Ji-Rong Wehn
Conference on Information and Knowledge Management | November 2021
-
FedPS: A Privacy Protection Enhanced Personalized Search Framework
Jing Yao, Zhicheng Dou, Ji-Rong Wen
The Web Conference | April 2021
-
Employing Personal Word Embeddings for Personalized Search
Jing Yao, Zhicheng Dou, Ji-Rong Wen
International ACM SIGIR Conference on Research and Development in Information Retrieval | July 2020
-
RLPer: A reinforcement learning model for personalized search
Jing Yao, Zhicheng Dou, Jun Xu, Ji-Rong Wen
The Web Conference | April 2020
-