Title
Exploring Backdoor Attack and Defense for LLM-empowered Recommendations Liangbo Ning Wenqi Fan Qing Li AAML SILM 48 0 0 15 Apr 2025
MLRC-Bench: Can Language Agents Solve Machine Learning Research Challenges? Yunxiang Zhang Muhammad Khalifa Shitanshu Bhushan Grant D Murphy Lajanugen Logeswaran Jaekyeom Kim Moontae Lee Honglak Lee Lu Wang LLMAG ELM 62 0 0 13 Apr 2025
Investigating and Mitigating Stereotype-aware Unfairness in LLM-based Recommendations Zihuai Zhao Wenqi Fan Yao Wu Qing Li 75 1 0 05 Apr 2025
Retrieval-Augmented Purifier for Robust LLM-Empowered Recommendation Liangbo Ning Wenqi Fan Qing Li AAML 33 1 0 03 Apr 2025
Enhance GNNs with Reliable Confidence Estimation via Adversarial Calibration Learning Yilong Wang J. Zhang Tianxiang Zhao Suhang Wang AAML 39 0 0 23 Mar 2025
ChineseEcomQA: A Scalable E-commerce Concept Evaluation Benchmark for Large Language Models Haibin Chen Kangtao Lv Chengwei Hu Y. Li Yujin Yuan ... Xingyao Zhang L. Liu Shilei Liu Wenbo Su Bo Zheng ELM 44 0 0 27 Feb 2025
Intention Knowledge Graph Construction for User Intention Relation Modeling Jiaxin Bai Z. Wang Junfei Cheng Dan Yu Zerui Huang ... Chen Luo Qi He Y. X. Zhu B. Li Y. Song 67 0 0 16 Dec 2024
Shopping MMLU: A Massive Multi-Task Online Shopping Benchmark for Large Language Models Yilun Jin Zheng Li Chenwei Zhang Tianyu Cao Yifan Gao ... Yi Xu Kai Chen Qiang Yang Meng-Long Jiang Bing Yin RALM 20 2 0 28 Oct 2024
Understanding and Scaling Collaborative Filtering Optimization from the Perspective of Matrix Rank Donald Loveland Xinyi Wu Tong Zhao Danai Koutra Neil Shah Mingxuan Ju 24 0 0 15 Oct 2024
Sequential LLM Framework for Fashion Recommendation Han Liu Xianfeng Tang Tianlang Chen Jiapeng Liu Indu Indu ... Roberto Fernandez Galan Michael D Porter Dongmei Jia Ning Zhang Lian Xiong AI4TS 21 1 0 15 Oct 2024
InstructG2I: Synthesizing Images from Multimodal Attributed Graphs Bowen Jin Ziqi Pang Bingjun Guo Yu-Xiong Wang Jiaxuan You Jiawei Han DiffM 30 1 0 09 Oct 2024
EC-Guide: A Comprehensive E-Commerce Guide for Instruction Tuning and Quantization Zhaopeng Feng Zijie Meng Zuozhu Liu 19 0 0 06 Aug 2024
IntentionQA: A Benchmark for Evaluating Purchase Intention Comprehension Abilities of Language Models in E-commerce Wenxuan Ding Weiqi Wang Sze Heng Douglas Kwok Minghao Liu Tianqing Fang Jiaxin Bai Junxian He Yangqiu Song RALM 37 7 0 14 Jun 2024
Node-wise Filtering in Graph Neural Networks: A Mixture of Experts Approach Haoyu Han Juanhui Li Wei Huang Xianfeng Tang Hanqing Lu Chen Luo Hui Liu Jiliang Tang 33 5 0 05 Jun 2024
Exploring User Retrieval Integration towards Large Language Models for Cross-Domain Sequential Recommendation Tingjia Shen Hao Wang Jiaqing Zhang Sirui Zhao Liangyue Li Zulong Chen Defu Lian Enhong Chen LRM 61 14 0 05 Jun 2024
Deep Causal Generative Models with Property Control Qilong Zhao Shiyu Wang Guangji Bai Bo Pan Zhaohui Qin Liang Zhao 42 0 0 25 May 2024
Enhancing User Interest based on Stream Clustering and Memory Networks in Large-Scale Recommender Systems Peng Liu Nian Wang Cong Xu Min Zhao Bin Wang Yi Ren 96 0 0 21 May 2024
Position-Aware Parameter Efficient Fine-Tuning Approach for Reducing Positional Bias in LLMs Zheng Zhang Fan Yang Ziyan Jiang Zheng Chen Zhengyang Zhao Chengyuan Ma Liang Zhao Yang Liu 21 5 0 01 Apr 2024
InteraRec: Screenshot Based Recommendations Using Multimodal Large Language Models Saketh Reddy Karra Theja Tulabandhula 30 0 0 26 Feb 2024
MerRec: A Large-scale Multipurpose Mercari Dataset for Consumer-to-Consumer Recommendation Systems Lichi Li Zainul Din Zhen Tan Sam London Tianlong Chen Ajay Daptardar 24 0 0 22 Feb 2024
Linear-Time Graph Neural Networks for Scalable Recommendations Jiahao Zhang Rui Xue Wenqi Fan Xin Xu Qing Li Jian Pei Xiaorui Liu AI4CE 32 24 0 21 Feb 2024
Enhancing User Intent Capture in Session-Based Recommendation with Attribute Patterns Xin Liu Zheng Li Yifan Gao Jingfeng Yang Tianyu Cao Zhengyang Wang Bing Yin Yangqiu Song AI4TS 27 10 0 23 Dec 2023
Understanding Inter-Session Intentions via Complex Logical Reasoning Jiaxin Bai Chen Luo Zheng Li Qingyu Yin Yangqiu Song 13 3 0 21 Dec 2023
Efficient Large Language Models Fine-Tuning On Graphs Rui Xue Xipeng Shen Ruozhou Yu Xiaorui Liu 25 4 0 07 Dec 2023
Better to Ask in English: Cross-Lingual Evaluation of Large Language Models for Healthcare Queries Yiqiao Jin Mohit Chandra Gaurav Verma Yibo Hu Munmun De Choudhury Srijan Kumar LM&MA ELM 87 65 0 19 Oct 2023
Recommender Systems in the Era of Large Language Models (LLMs) Zihuai Zhao Wenqi Fan Jiatong Li Yunqing Liu Xiaowei Mei ... Zhen Wen Fei Wang Xiangyu Zhao Jiliang Tang Qing Li KELM 61 308 0 05 Jul 2023
A Survey on Large Language Models for Recommendation Likang Wu Zhilan Zheng Zhaopeng Qiu Hao Wang Hongchao Gu ... Chen Zhu Hengshu Zhu Qi Liu Hui Xiong Enhong Chen 32 358 0 31 May 2023
Harnessing the Power of LLMs in Practice: A Survey on ChatGPT and Beyond Jingfeng Yang Hongye Jin Ruixiang Tang Xiaotian Han Qizhang Feng Haoming Jiang Bing Yin Xia Hu LM&MA 125 614 0 26 Apr 2023
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 303 11,881 0 04 Mar 2022
Graph Trend Filtering Networks for Recommendations Wenqi Fan Xiaorui Liu Wei Jin Xiangyu Zhao Jiliang Tang Qing Li 66 101 0 12 Aug 2021
How Good is Your Tokenizer? On the Monolingual Performance of Multilingual Language Models Phillip Rust Jonas Pfeiffer Ivan Vulić Sebastian Ruder Iryna Gurevych 69 234 0 31 Dec 2020
Long-tail Session-based Recommendation Siyi Liu Yujia Zheng 40 95 0 24 Jul 2020