Title
GFlowGR: Fine-tuning Generative Recommendation Frameworks with Generative Flow Networks Y. X. R. Wang Shengyu Zhou Jinyu Lu Qidong Liu Xinhang Li ... Feng Li Pengjie Wang Jian Xu Bo Zheng Xiangyu Zhao 26 0 0 19 Jun 2025
Multi-Interest Recommendation: A Survey Zihao Li Qiang Chen Lixin Zou Aixin Sun Chenliang Li AI4TS 26 0 0 18 Jun 2025
LlamaRec-LKG-RAG: A Single-Pass, Learnable Knowledge Graph-RAG Framework for LLM-Based Ranking Vahid Azizi Fatemeh Koochaki AI4TS 22 0 0 09 Jun 2025
Optimizing Recall or Relevance? A Multi-Task Multi-Head Approach for Item-to-Item Retrieval in Recommendation Jiang Zhang Sumit Kumar Wei Chang Yubo Wang Feng Zhang Weize Mao Hanchao Yu Aashu Singh Min Li Qifan Wang 59 0 0 06 Jun 2025
GORACS: Group-level Optimal Transport-guided Coreset Selection for LLM-based Recommender Systems Tiehua Mei Hengrui Chen Peng Yu Jiaqing Liang Deqing Yang 101 0 0 04 Jun 2025
IP-Dialog: Evaluating Implicit Personalization in Dialogue Systems with Synthetic Data Bo Peng Zhiheng Wang Heyang Gong Chaochao Lu 80 0 0 03 Jun 2025
GRAM: Generative Recommendation via Semantic-aware Multi-granular Late Fusion Sunkyung Lee Minjin Choi Eunseong Choi Hye-young Kim Jongwuk Lee VLM 69 0 0 02 Jun 2025
What LLMs Miss in Recommendations: Bridging the Gap with Retrieval-Augmented Collaborative Signals Shahrooz Pouryousef Ali Montazeralghaem 53 0 0 27 May 2025
LLMs as Better Recommenders with Natural Language Collaborative Signals: A Self-Assessing Retrieval Approach Haoran Xin Ying Sun Chao Wang Weijia Zhang Hui Xiong 101 0 0 26 May 2025
GenKI: Enhancing Open-Domain Question Answering with Knowledge Integration and Controllable Generation in Large Language Models Tingjia Shen Hao Wang Chuan Qin Ruijun Sun Yang Song Defu Lian Hengshu Zhu Enhong Chen 57 0 0 26 May 2025
AgentRecBench: Benchmarking LLM Agent-based Personalized Recommender Systems Yu Shang Peijie Liu Yuwei Yan Zijing Wu Leheng Sheng ... An Zhang Fengli Xu Yu Wang M. Zhang Yong Li LLMAG 105 1 0 26 May 2025
DLF: Enhancing Explicit-Implicit Interaction via Dynamic Low-Order-Aware Fusion for CTR Prediction Kefan Wang Hao Wang Wei Guo Yong Liu Jianghao Lin Defu Lian Enhong Chen 72 0 0 25 May 2025
Enhancing CTR Prediction with De-correlated Expert Networks Jiancheng Wang Mingjia Yin Junwei Pan Ximei Wang Hao Wang Enhong Chen 74 0 0 23 May 2025
Tuning Language Models for Robust Prediction of Diverse User Behaviors Fanjin Meng Jingtao Ding Jiahui Gong Chen Yang Hong Chen Zuojian Wang Haisheng Lu Yong Li 214 1 0 23 May 2025
DeepRec: Towards a Deep Dive Into the Item Space with Large Language Model Based Recommendation Bowen Zheng Xiaolei Wang Enze Liu Xi Wang Lu Hongyu Yu Chen Wayne Xin Zhao Ji-Rong Wen 125 0 0 22 May 2025
Taming Recommendation Bias with Causal Intervention on Evolving Personal Popularity Shiyin Tan Dongyuan Li Renhe Jiang Zhen Wang Xingtong Yu Manabu Okumura CML 167 0 0 20 May 2025
Real-Time Verification of Embodied Reasoning for Generative Skill Acquisition Bo Yue Shuqi Guo Kaiyu Hu Chujiao Wang Benyou Wang Kui Jia Guiliang Liu LRM 113 0 0 16 May 2025
Examining the Role of LLM-Driven Interactions on Attention and Cognitive Engagement in Virtual Classrooms Suleyman Ozdel Can Sarpkaya Efe Bozkir Hong Gao Enkelejda Kasneci 72 0 0 12 May 2025
Prompt-Based LLMs for Position Bias-Aware Reranking in Personalized Recommendations Md Aminul Islam Ahmed Sayeed Faruk 152 0 0 08 May 2025
Safeguard-by-Development: A Privacy-Enhanced Development Paradigm for Multi-Agent Collaboration Systems Jian Cui Zichuan Li Luyi Xing Xiaojing Liao 72 0 0 07 May 2025
SimAug: Enhancing Recommendation with Pretrained Language Models for Dense and Balanced Data Augmentation Yuying Zhao Xiaodong Yang Huiyuan Chen Xiran Fan Yu Wang Y. Cai Hanyu Wang 76 1 0 03 May 2025
The 1st EReL@MIR Workshop on Efficient Representation Learning for Multimodal Information Retrieval Junchen Fu Xuri Ge Xin Xin Haitao Yu Yue Feng Alexandros Karatzoglou Ioannis Arapakis Joemon M. Jose OffRL 67 4 0 21 Apr 2025
HistLLM: A Unified Framework for LLM-Based Multimodal Recommendation with User History Encoding and Compression Chen Zhang Bo Hu Weidong Chen Zhendong Mao 475 0 0 14 Apr 2025
Slow Thinking for Sequential Recommendation Junjie Zhang Beichen Zhang Wenqi Sun Hongyu Lu Wayne Xin Zhao Yu Chen Ji-Rong Wen OffRL LRM 109 1 0 13 Apr 2025
User Feedback Alignment for LLM-powered Exploration in Large-scale Recommendation Systems Jianling Wang Yifan Liu Yinghao Sun Xuejian Ma Yueqi Wang ... Onkar Dalal Ed Chi Lichan Hong Ningren Han Haokai Lu 114 0 0 07 Apr 2025
Cognitive Debiasing Large Language Models for Decision-Making Yougang Lyu Shijie Ren Yue Feng Zihan Wang Zhongfu Chen Zhaochun Ren Maarten de Rijke 270 0 0 05 Apr 2025
A Survey of WebAgents: Towards Next-Generation AI Agents for Web Automation with Large Foundation Models Liangbo Ning Ziran Liang Zhuohang Jiang Haohao Qu Yujuan Ding ... Xiao Wei Shanru Lin Hui Liu Philip S. Yu Qing Li LLMAG LM&Ro 196 9 0 30 Mar 2025
SciHorizon: Benchmarking AI-for-Science Readiness from Scientific Data to Large Language Models Chuan Qin Xiusi Chen Chengrui Wang Pengmin Wu Xi Chen ... Han Wu Chong Li Yuanchun Zhou H. Xiong Hengshu Zhu ELM 91 2 0 12 Mar 2025
Process-Supervised LLM Recommenders via Flow-guided Tuning Chongming Gao Mengyao Gao Chenxiao Fan Shuai Yuan Wentao Shi Xiangnan He 139 7 0 10 Mar 2025
A Survey of Large Language Model Empowered Agents for Recommendation and Search: Towards Next-Generation Information Retrieval Yu Zhang Shutong Qiao Jiaqi Zhang Tzu-Heng Lin Chen Gao Yongqian Li LM&Ro LM&MA 273 3 0 07 Mar 2025
Benchmarking LLMs in Recommendation Tasks: A Comparative Evaluation with Conventional Recommenders Qijiong Liu Jieming Zhu Lu Fan Kun Wang Hengchang Hu Wei Guo Yong Liu Xiao-Ming Wu 98 0 0 07 Mar 2025
Personalized Generation In Large Model Era: A Survey Yiyan Xu Jinghao Zhang Alireza Salemi Xinting Hu Wenjie Wang Fuli Feng Hamed Zamani Xiangnan He Tat-Seng Chua 3DV 197 8 0 04 Mar 2025
NutriGen: Personalized Meal Plan Generator Leveraging Large Language Models to Enhance Dietary and Nutritional Adherence Saman Khamesian Asiful Arefeen Stephanie M. Carpenter Hassan Ghasemzadeh 107 1 0 28 Feb 2025
UQABench: Evaluating User Embedding for Prompting LLMs in Personalized Question Answering Liu Liu Shilei Liu Yujin Yuan Yanzhe Zhang Bencheng Yan ... Di Wang Wenbo Su Pengjie Wang Jian Xu Bo Zheng 121 1 0 26 Feb 2025
A Universal Framework for Compressing Embeddings in CTR Prediction Kefan Wang Hao Wang Kenan Song Wei Guo Kai Cheng Hao Sun Yixiao Liu Defu Lian Enhong Chen 150 2 0 24 Feb 2025
SNaRe: Domain-aware Data Generation for Low-Resource Event Detection Tanmay Parekh Yuxuan Dong Lucas Bandarkar Artin Kim I-Hung Hsu Kai-Wei Chang Nanyun Peng 88 0 0 24 Feb 2025
CFaiRLLM: Consumer Fairness Evaluation in Large-Language Model Recommender System Yashar Deldjoo Tommaso Di Noia 182 24 0 24 Feb 2025
Taxonomy-Guided Zero-Shot Recommendations with LLMs Yueqing Liang Liangwei Yang Chen Wang Xiongxiao Xu Philip S. Yu Kai Shu 136 8 0 21 Feb 2025
G-Refer: Graph Retrieval-Augmented Large Language Model for Explainable Recommendation Yuhan Li Xinni Zhang Linhao Luo Heng Chang Yuxiang Ren Irwin King Jiajian Li 126 8 0 18 Feb 2025
Unleashing the Power of Large Language Model for Denoising Recommendation Shuyao Wang Zhi Zheng Yongduo Sui Hui Xiong 192 0 0 13 Feb 2025
Boosting Knowledge Graph-based Recommendations through Confidence-Aware Augmentation with Large Language Models Rui Cai Chao Wang Qianyi Cai Dazhong Shen Hui Xiong RALM 134 0 0 06 Feb 2025
$FuXi-$\alpha$: Scaling Recommendation Model with Feature Interaction Enhanced Transformer$ FuXi- $\alpha$ : Scaling Recommendation Model with Feature Interaction Enhanced Transformer Yufei Ye Wei Guo Jin Yao Chin Hao Wang Hong Zhu ... Yuyang Ye Yixiao Liu Ruiming Tang Defu Lian Enhong Chen 152 2 0 05 Feb 2025
Large Language Model Distilling Medication Recommendation Model Qidong Liu Xian Wu Xiangyu Zhao Yuanshao Zhu Zijian Zhang Feng Tian Yefeng Zheng LM&MA 146 22 0 28 Jan 2025
Revisiting Language Models in Neural News Recommender Systems Yuyue Zhao Jin Huang David Vos Maarten de Rijke KELM 409 0 0 20 Jan 2025
RLPF: Reinforcement Learning from Prediction Feedback for User Summarization with LLMs Jiaxing Wu Lin Ning Luyang Liu Harrison Lee Neo Wu Chao Wang Sushant Prakash S. O’Banion Bradley Green Jun Xie 197 1 0 20 Jan 2025
Diffusion Models in Recommendation Systems: A Survey Ting-Ruen Wei Yi Fang 235 3 0 17 Jan 2025
Tapping the Potential of Large Language Models as Recommender Systems: A Comprehensive Framework and Empirical Analysis Lanling Xu Junjie Zhang Bingqian Li Jinpeng Wang Sheng Chen Wayne Xin Zhao Ji-Rong Wen 185 18 0 17 Jan 2025
Is ChatGPT Good at Search? Investigating Large Language Models as Re-Ranking Agents Weiwei Sun Lingyong Yan Xinyu Ma Shuaiqiang Wang Fajie Yuan Zhumin Chen D. Yin Zhaochun Ren RALM ALM ELM LRM LM&MA 236 315 0 31 Dec 2024
A Contrastive Pretrain Model with Prompt Tuning for Multi-center Medication Recommendation Qiang Liu Zhaopeng Qiu Xiangyu Zhao X. Wu Zijian Zhang Tong Xu Feng Tian 147 0 0 31 Dec 2024
Leveraging Memory Retrieval to Enhance LLM-based Generative Recommendation Chengbing Wang Yanzhe Zhang Fengbin Zhu Jizhi Zhang Tianhao Shi Fuli Feng RALM 98 2 0 23 Dec 2024