Title
UniMEL: A Unified Framework for Multimodal Entity Linking with Large Language Models Liu Qi Yongyi He Lian Defu Zhi Zheng Tong Xu Liu Che Chen Enhong MLLM 39 1 0 23 Jul 2024
Attention Overflow: Language Model Input Blur during Long-Context Missing Items Recommendation Damien Sileo LRM RALM 34 0 0 18 Jul 2024
MINI-LLM: Memory-Efficient Structured Pruning for Large Language Models Hongrong Cheng Miao Zhang J. Q. Shi 57 2 0 16 Jul 2024
LANE: Logic Alignment of Non-tuning Large Language Models and Online Recommendation Systems for Explainable Reason Generation Hongke Zhao Songming Zheng Likang Wu Bowen Yu Jing Wang 37 4 0 03 Jul 2024
When Search Engine Services meet Large Language Models: Visions and Challenges Haoyi Xiong Jiang Bian Yuchen Li Xuhong Li Mengnan Du Shuaiqiang Wang Dawei Yin Sumi Helal 53 29 0 28 Jun 2024
Enhancing Collaborative Semantics of Language Model-Driven Recommendations via Graph-Aware Learning Zhong Guan Likang Wu Hongke Zhao Ming He Jianpin Fan 48 3 0 19 Jun 2024
When Box Meets Graph Neural Network in Tag-aware Recommendation Fake Lin Ziwei Zhao Xi Zhu Da Zhang Shitian Shen Xueying Li Tong Xu Suojuan Zhang Enhong Chen 32 4 0 17 Jun 2024
On Softmax Direct Preference Optimization for Recommendation Yuxin Chen Junfei Tan An Zhang Zhengyi Yang Leheng Sheng Enzhi Zhang Xiang Wang Tat-Seng Chua 34 23 0 13 Jun 2024
Survey for Landing Generative AI in Social and E-commerce Recsys -- the Industry Perspectives Da Xu Danqing Zhang Guangyu Yang Bo Yang Shuyuan Xu Lingling Zheng Cindy Liang 32 2 0 10 Jun 2024
The BiGGen Bench: A Principled Benchmark for Fine-grained Evaluation of Language Models with Language Models Seungone Kim Juyoung Suk Ji Yong Cho Shayne Longpre Chaeeun Kim ... Sean Welleck Graham Neubig Moontae Lee Kyungjae Lee Minjoon Seo ELM ALM LM&MA 105 33 0 09 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 79 14 0 05 Jun 2024
Poisoning Attacks and Defenses in Recommender Systems: A Survey Zongwei Wang Junliang Yu Min Gao Wei Yuan Guanhua Ye S. Sadiq Hongzhi Yin AAML 43 6 0 03 Jun 2024
LLM-RankFusion: Mitigating Intrinsic Inconsistency in LLM-based Ranking Yifan Zeng Ojas Tendolkar Raymond Baartmans Qingyun Wu Huazheng Wang Lizhong Chen 41 0 0 31 May 2024
Keyword-driven Retrieval-Augmented Large Language Models for Cold-start User Recommendations Hai-Dang Kieu Minh-Duc Nguyen T. Nguyen Dung D. Le RALM LRM 79 3 0 30 May 2024
Source Echo Chamber: Exploring the Escalation of Source Bias in User, Data, and Recommender System Feedback Loop Yuqi Zhou Sunhao Dai Liang Pang Gang Wang Zhenhua Dong Jun Xu Jirong Wen 46 8 0 28 May 2024
Learning Partially Aligned Item Representation for Cross-Domain Sequential Recommendation Mingjia Yin Hao Wang Wei Guo Yong Liu Zhi Li Sirui Zhao Defu Lian Enhong Chen 53 7 0 21 May 2024
DynLLM: When Large Language Models Meet Dynamic Graph Recommendation Ziwei Zhao Fake Lin Xi Zhu Zhi Zheng Tong Xu Shitian Shen Xueying Li Zikai Yin Enhong Chen 38 6 0 13 May 2024
Navigating the Future of Federated Recommendation Systems with Foundation Models Zhiwei Li Guodong Long Chunxu Zhang Honglei Zhang Jing Jiang Chengqi Zhang 117 0 0 12 May 2024
CALRec: Contrastive Alignment of Generative LLMs For Sequential Recommendation Yaoyiran Li Xiang Zhai M. Alzantot Keyi Yu Ivan Vulić Anna Korhonen Mohamed Hammad 40 11 0 03 May 2024
From Persona to Personalization: A Survey on Role-Playing Language Agents Jiangjie Chen Xintao Wang Rui Xu Siyu Yuan Yikai Zhang ... Caiyu Hu Siye Wu Scott Ren Ziquan Fu Yanghua Xiao 62 79 0 28 Apr 2024
Automating Customer Needs Analysis: A Comparative Study of Large Language Models in the Travel Industry Simone Barandoni F. Chiarello Lorenzo Cascone Emiliano Marrale Salvatore Puccio 51 5 0 27 Apr 2024
A Survey of Generative Search and Recommendation in the Era of Large Language Models Yongqi Li Xinyu Lin Wenjie Wang Fuli Feng Liang Pang Wenjie Li Liqiang Nie Xiangnan He Tat-Seng Chua 3DV LRM 46 7 0 25 Apr 2024
Towards Reliable Latent Knowledge Estimation in LLMs: In-Context Learning vs. Prompting Based Factual Knowledge Extraction Qinyuan Wu Mohammad Aflah Khan Soumi Das Vedant Nanda Bishwamittra Ghosh Camila Kolling Till Speicher Laurent Bindschaedler Krishna P. Gummadi Evimaria Terzi KELM 34 4 0 19 Apr 2024
Unifying Bias and Unfairness in Information Retrieval: A Survey of Challenges and Opportunities with Large Language Models Sunhao Dai Chen Xu Shicheng Xu Liang Pang Zhenhua Dong Jun Xu 48 63 0 17 Apr 2024
Large Language Models meet Collaborative Filtering: An Efficient All-round LLM-based Recommender System Sein Kim Hongseok Kang Seungyoon Choi Donghyun Kim Minchul Yang Chanyoung Park KELM 52 21 0 17 Apr 2024
Enhancing Question Answering for Enterprise Knowledge Bases using Large Language Models Feihu Jiang Chuan Qin Kaichun Yao Chuyu Fang Fuzhen Zhuang Hengshu Zhu Hui Xiong 35 4 0 10 Apr 2024
Apollonion: Profile-centric Dialog Agent Shangyu Chen Zibo Zhao Yuanyuan Zhao Xiang Li LLMAG 40 1 0 10 Apr 2024
Where to Move Next: Zero-shot Generalization of LLMs for Next POI Recommendation Shanshan Feng Haoming Lyu Caishun Chen Yew-Soon Ong LRM 38 10 0 02 Apr 2024
A Review of Modern Recommender Systems Using Generative Models (Gen-RecSys) Yashar Deldjoo Zhankui He Julian McAuley Anton Korikov Scott Sanner Arnau Ramisa René Vidal M. Sathiamoorthy Atoosa Kasirzadeh Silvia Milano VLM 30 41 0 31 Mar 2024
Multi-Conditional Ranking with Large Language Models Pouya Pezeshkpour Estevam R. Hruschka LRM 37 1 0 30 Mar 2024
Make Large Language Model a Better Ranker Wenshuo Chao Zhi Zheng Hengshu Zhu Hao Liu ALM 36 7 0 28 Mar 2024
IDGenRec: LLM-RecSys Alignment with Textual ID Learning Juntao Tan Shuyuan Xu Wenyue Hua Yingqiang Ge Zelong Li Yongfeng Zhang 51 23 0 27 Mar 2024
Improving Content Recommendation: Knowledge Graph-Based Semantic Contrastive Learning for Diversity and Cold-Start Users Yejin Kim Scott Rome Kevin Foley Mayur Nankani Rimon Melamed Javier Morales Abhay Yadav Maria Peifer Sardar Hamidian H. H. Huang 53 0 0 27 Mar 2024
AI-Assisted Causal Pathway Diagram for Human-Centered Design Ruican Zhong Donghoon Shin Rosemary Meza P. Klasnja Lucas Colusso Gary Hsieh 36 5 0 12 Mar 2024
Aligning Large Language Models for Controllable Recommendations Wensheng Lu Jianxun Lian Wei Zhang Guanghua Li Mingyang Zhou Hao Liao Xing Xie ALM 49 15 0 08 Mar 2024
Can Small Language Models be Good Reasoners for Sequential Recommendation? Yuling Wang Changxin Tian Binbin Hu Yanhua Yu Ziqi Liu Qing Cui Jun Zhou Liang Pang Xiao Wang LRM 48 26 0 07 Mar 2024
Prospect Personalized Recommendation on Large Language Model-based Agent Platform Jizhi Zhang Keqin Bao Wenjie Wang Yang Zhang Wentao Shi Wanhong Xu Fuli Feng Tat-Seng Chua LLMAG 51 17 0 28 Feb 2024
An Integrated Data Processing Framework for Pretraining Foundation Models Yiding Sun Feng Wang Yutao Zhu Wayne Xin Zhao Jiaxin Mao 75 4 0 26 Feb 2024
User-LLM: Efficient LLM Contextualization with User Embeddings Lin Ning Luyang Liu Jiaxing Wu Neo Wu D. Berlowitz Sushant Prakash Bradley Green S. O’Banion Jun Xie 57 34 0 21 Feb 2024
LLM-Enhanced User-Item Interactions: Leveraging Edge Information for Optimized Recommendations Xinyuan Wang Liang Wu Liangjie Hong Hao Liu Yanjie Fu 34 18 0 14 Feb 2024
Large Language Model with Graph Convolution for Recommendation Yingpeng Du Ziteng Wang Zhu Sun Haoyan Chua Hongzhi Liu Zhonghai Wu Yining Ma Jie Zhang Youchen Sun 43 7 0 14 Feb 2024
RA-Rec: An Efficient ID Representation Alignment Framework for LLM-based Recommendation Xiaohan Yu Li Zhang Xin Zhao Yue Wang Zhongrui Ma 53 10 0 07 Feb 2024
Preference-Conditioned Language-Guided Abstraction Andi Peng Andreea Bobu Belinda Z. Li T. Sumers Ilia Sucholutsky Nishanth Kumar Thomas Griffiths Julie A. Shah 32 12 0 05 Feb 2024
Dynamic Sparse Learning: A Novel Paradigm for Efficient Recommendation Shuyao Wang Yongduo Sui Jiancan Wu Zhi Zheng Hui Xiong 13 16 0 05 Feb 2024
The RL/LLM Taxonomy Tree: Reviewing Synergies Between Reinforcement Learning and Large Language Models M. Pternea Prerna Singh Abir Chakraborty Y. Oruganti M. Milletarí Sayli Bapat Kebei Jiang OffRL 28 7 0 02 Feb 2024
Improving Sequential Recommendations with LLMs Artun Boz Wouter Zorgdrager Zoe Kotti Jesse Harte Panos Louridas Dietmar Jannach Vassilios Karakoidas Marios Fragkoulis KELM LRM 70 4 0 02 Feb 2024
From PARIS to LE-PARIS: Toward Patent Response Automation with Recommender Systems and Collaborative Large Language Models Jung-Mei Chu Hao-Cheng Lo Jieh Hsiang Chun-Chieh Cho 20 2 0 01 Feb 2024
PAP-REC: Personalized Automatic Prompt for Recommendation Language Model Zelong Li Jianchao Ji Yingqiang Ge Wenyue Hua Yongfeng Zhang 19 5 0 01 Feb 2024
Parameter-Efficient Conversational Recommender System as a Language Processing Task Mathieu Ravaut Hao Zhang Lu Xu Aixin Sun Yong-jin Liu 37 11 0 25 Jan 2024
A Framework to Implement 1+N Multi-task Fine-tuning Pattern in LLMs Using the CGC-LORA Algorithm Chao Song Zhihao Ye Qiqiang Lin Qiuying Peng Jun Wang 23 0 0 22 Jan 2024