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LEMUR: Large scale End-to-end MUltimodal RecommendationComputers & graphics (CG), 2024 Xintian Han Honggang Chen Quan Lin Jingyue Gao X. Ren ... Zhe Wang Yuchao Zheng Jingjian Lin Di Wu Junfeng Ge OffRL 62 0 0 14 Nov 2025
Enhancing Multimodal Recommendations with Vision-Language Models and Information-Aware Fusion Hai-Dang Kieu Min Xu Thanh Trung Huynh Dung D. Le 64 0 0 03 Nov 2025
Structurally Refined Graph Transformer for Multimodal Recommendation Ke Shi Yan Zhang Miao Zhang Lifan Chen Jiali Yi Kui Xiao Xiaoju Hou Zhifei Li OffRL 92 0 0 01 Nov 2025
Towards Explainable Personalized Recommendations by Learning from Users' PhotosInformation Sciences (Inf. Sci.), 2020 Jorge Díez Pablo Pérez-Núñez Oscar Luaces Beatriz Remeseiro Antonio Bahamonde HAI 40 28 0 24 Oct 2025
Causal Inspired Multi Modal Recommendation Jie Yang Chenyang Gu Zixuan Liu CML 72 0 0 14 Oct 2025
ExplainRec: Towards Explainable Multi-Modal Zero-Shot Recommendation with Preference Attribution and Large Language Models Bo Ma LuYao Liu ZeHua Hu Simon Lau LRM 45 0 0 03 Oct 2025
MADS: Multi-Agent Dialogue Simulation for Diverse Persuasion Data Generation Mingjin Li Yu Liu Huayi Liu Xiang Ye Chao Jiang Hongguang Zhang Yu Ruan 168 0 0 30 Sep 2025
Multimodal Representation-disentangled Information Bottleneck for Multimodal Recommendation Hui Wang Jinghui Qin Wushao Wen Qingling Li Shanshan Zhong Z. Huang 68 0 0 24 Sep 2025
Multimodal-enhanced Federated Recommendation: A Group-wise Fusion Approach Chunxu Zhang Weipeng Zhang Guodong Long Zhiheng Xue Riting Xia Bo Yang 40 0 0 24 Sep 2025
Modality Alignment with Multi-scale Bilateral Attention for Multimodal Recommendation Kelin Ren Chan-Yang Ju Dong-Ho Lee 52 0 0 11 Sep 2025
Conv4Rec: A 1-by-1 Convolutional AutoEncoder for User Profiling through Joint Analysis of Implicit and Explicit FeedbacksIEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), 2025 Antoine Ledent Petr Kasalický Rodrigo Alves Hady W. Lauw HAI 112 1 0 09 Sep 2025
Progressive Semantic Residual Quantization for Multimodal-Joint Interest Modeling in Music Recommendation Shijia Wang Tianpei Ouyang Qiang Xiao Dongjing Wang Yintao Ren Songpei Xu Da Guo Chuanjiang Luo 48 1 0 28 Aug 2025
PCR-CA: Parallel Codebook Representations with Contrastive Alignment for Multiple-Category App Recommendation Bin Tan Wangyao Ge Y. Wang Xin Liu Jeff Burtoft Hao Fan Hui Wang 109 1 0 25 Aug 2025
EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation Xiaoxiong Zhang Xin Zhou Zhiwei Zeng Yongjie Wang Dusit Niyato Zhiqi Shen 112 0 0 22 Aug 2025
TrackRec: Iterative Alternating Feedback with Chain-of-Thought via Preference Alignment for Recommendation Yu Xia Rui Zhong Zeyu Song Wei Yang Junchen Wan Qingpeng Cai Chi Lu Peng Jiang LRM 57 3 0 21 Aug 2025
MLLMRec: Exploring the Potential of Multimodal Large Language Models in Recommender Systems Yuzhuo Dang Xin Zhang Zhiqiang Pan Yuxiao Duan Wanyu Chen Fei Cai Honghui Chen AI4TS 68 0 0 21 Aug 2025
Refining Contrastive Learning and Homography Relations for Multi-Modal Recommendation Shouxing Ma Yawen Zeng Shiqing Wu Guandong Xu 72 0 0 19 Aug 2025
Hypercomplex Prompt-aware Multimodal Recommendation Zheyu Chen Jinfeng Xu Hewei Wang Shuo Yang Zitong Wan Haibo Hu 116 0 0 14 Aug 2025
Hybrid-Hierarchical Fashion Graph Attention Network for Compatibility-Oriented and Personalized Outfit Recommendation Sajjad Saed Babak Teimourpour 80 1 0 14 Aug 2025
Towards Comprehensible Recommendation with Large Language Model Fine-tuning Yunze Luo Yinjie Jiang Gaode Chen Xinghua Zhang Jun Zhang Jian Liang Kaigui Bian LRM 94 0 0 11 Aug 2025
Are Multimodal Embeddings Truly Beneficial for Recommendation? A Deep Dive into Whole vs. Individual Modalities Yu Ye Junchen Fu Yu Song Kaiwen Zheng Joemon M. Jose 71 0 0 10 Aug 2025
Uncertainty-Aware Semantic Decoding for LLM-Based Sequential Recommendation Chenke Yin Li Fan Jia Wang D. Hu H. Zhang Chong Zhang Yang Xiang 98 1 0 10 Aug 2025
A Metric for MLLM Alignment in Large-scale Recommendation Yubin Zhang Yanhua Huang Haiming Xu Mingliang Qi Chang Wang Jiarui Jin Xiangyuan Ren Xiaodan Wang Ruiwen Xu OffRL 65 0 0 07 Aug 2025
Does Multimodality Improve Recommender Systems as Expected? A Critical Analysis and Future Directions Hongyu Zhou Yinan Zhang Aixin Sun Zhiqi Shen 80 0 0 07 Aug 2025
Do Recommender Systems Really Leverage Multimodal Content? A Comprehensive Analysis on Multimodal Representations for Recommendation Claudio Pomo Matteo Attimonelli Danilo Danese Fedelucio Narducci Tommaso Di Noia 64 1 0 06 Aug 2025
ViLLA-MMBench: A Unified Benchmark Suite for LLM-Augmented Multimodal Movie Recommendation Fatemeh Nazary Ali Tourani Yashar Deldjoo Tommaso Di Noia VLM 55 0 0 06 Aug 2025
I $^3$ -MRec: Invariant Learning with Information Bottleneck for Incomplete Modality Recommendation Huilin Chen Miaomiao Cai Fan Liu Zhiyong Cheng Richang Hong Meng Wang 155 0 0 06 Aug 2025
AUV-Fusion: Cross-Modal Adversarial Fusion of User Interactions and Visual Perturbations Against VARS Hai Ling Tianchi Wang Xiaohao Liu Zhulin Tao Lifang Yang Xianglin Huang AAML 130 0 0 30 Jul 2025
The Best is Yet to Come: Graph Convolution in the Testing Phase for Multimodal Recommendation Jinfeng Xu Zheyu Chen Shuo Yang Jinze Li Edith C.H. Ngai GNN 128 5 0 24 Jul 2025
From ID-based to ID-free: Rethinking ID Effectiveness in Multimodal Collaborative Filtering Recommendation Guohao Li Li Jing J. Wu X. Li Kai Zhu Yue He 70 2 0 08 Jul 2025
Advancing Loss Functions in Recommender Systems: A Comparative Study with a Rényi Divergence-Based SolutionAAAI Conference on Artificial Intelligence (AAAI), 2025 Shengjia Zhang Jiawei Chen Changdong Li Sheng Zhou Qihao Shi Yan Feng Chun-Yen Chen C. Wang 165 1 0 18 Jun 2025
What Makes LLMs Effective Sequential Recommenders? A Study on Preference Intensity and Temporal Context Z. Ouyang Qianlong Wen Chunhui Zhang Yanfang Ye Soroush Vosoughi HAI 156 1 0 02 Jun 2025
Gated Multimodal Graph Learning for Personalized Recommendation Sibei Liu Y. Zhang Xiang Li Yunbo Liu Chengwei Feng Hao Yang 86 11 0 30 May 2025
Hierarchical Tree Search-based User Lifelong Behavior Modeling on Large Language ModelAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2025 Yu Xia Rui Zhong Hao Gu Wei Yang Chi Lu Peng Jiang Kun Gai 369 4 0 26 May 2025
MDVT: Enhancing Multimodal Recommendation with Model-Agnostic Multimodal-Driven Virtual Triplets Jinfeng Xu Zheyu Chen Jinze Li Shuo Yang Hewei Wang Yijie Li Mengran Li Puzhen Wu Edith C. H. Ngai 120 9 0 22 May 2025
Learning Item Representations Directly from Multimodal Features for Effective Recommendation Xin Zhou Xiaoxiong Zhang Dusit Niyato Zhiqi Shen 208 3 0 08 May 2025
A Survey of Foundation Model-Powered Recommender Systems: From Feature-Based, Generative to Agentic Paradigms Chengkai Huang Hongtao Huang Tong Yu Kaige Xie Junda Wu Shuai Zhang Julian McAuley Dietmar Jannach Lina Yao LRM AI4CE 238 7 0 23 Apr 2025
Disentangling and Generating Modalities for Recommendation in Missing Modality ScenariosAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2025 Jiwan Kim Hongseok Kang Sein Kim Kibum Kim Chanyoung Park 268 1 0 23 Apr 2025
MMHCL: Multi-Modal Hypergraph Contrastive Learning for RecommendationACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) (TOMM), 2025 Xu Guo Tong Zhang Fuyun Wang Xudong Wang Wei Wei Xin Liu Zhen Cui 265 3 0 23 Apr 2025
Modality Reliability Guided Multimodal Recommendation Xue Dong Xuemeng Song Na Zheng Sicheng Zhao Guiguang Ding NoLa 255 0 0 23 Apr 2025
Teach Me How to Denoise: A Universal Framework for Denoising Multi-modal Recommender Systems via Guided CalibrationWeb Search and Data Mining (WSDM), 2025 Haoyang Li Hanwen Du You Li Junchen Fu Chunxiao Li Ziyi Zhuang Jiakang Li Yongxin Ni AI4TS 167 1 0 19 Apr 2025
FashionDPO:Fine-tune Fashion Outfit Generation Model using Direct Preference OptimizationAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2025 Mingzhe Yu Yunshan Ma Lei Wu Changshuo Wang Xue Li Lei Meng EGVM 146 1 0 17 Apr 2025
MSCRS: Multi-modal Semantic Graph Prompt Learning Framework for Conversational Recommender SystemsAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2025 Yibiao Wei Jie Zou Weikang Guo Guoqing Wang Xing Xu Yang Yang 319 4 0 15 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 915 0 0 14 Apr 2025
StePO-Rec: Towards Personalized Outfit Styling Assistant via Knowledge-Guided Multi-Step Reasoning Yuxi Bi Yunfan Gao Haoyu Wang 188 3 0 14 Apr 2025
BBQRec: Behavior-Bind Quantization for Multi-Modal Sequential Recommendation Kaiyuan Li Rui Xiang Yong Bai Yongxiang Tang Yanhua Cheng Xialong Liu Peng Jiang Kun Gai 121 8 0 09 Apr 2025
COHESION: Composite Graph Convolutional Network with Dual-Stage Fusion for Multimodal RecommendationAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2025 Jinfeng Xu Zheyu Chen Wei Wang Xiping Hu Sang-Wook Kim Edith C. H. Ngai 309 16 0 06 Apr 2025
Towards Robust Offline Evaluation: A Causal and Information Theoretic Framework for Debiasing Ranking Systems Seyedeh Baharan Khatami Sayan Chakraborty Ruomeng Xu Babak Salimi CML OffRL 100 0 0 04 Apr 2025
LaViC: Adapting Large Vision-Language Models to Visually-Aware Conversational Recommendation Hyunsik Jeon Satoshi Koide Yu Wang Zhankui He Julian McAuley VLM 358 0 0 30 Mar 2025
Variational Bayesian Personalized Ranking Bin Liu Xiaohong Liu Q. Luo Ziqiao Shang Jielei Chu Lin Ma Zhaoyu Li Fei Teng Guoquan Zheng Tianrui Li 279 0 0 14 Mar 2025

Title

LEMUR: Large scale End-to-end MUltimodal RecommendationComputers & graphics (CG), 2024

...

14 Nov 2025

Enhancing Multimodal Recommendations with Vision-Language Models and Information-Aware Fusion

03 Nov 2025

Structurally Refined Graph Transformer for Multimodal Recommendation

01 Nov 2025

Towards Explainable Personalized Recommendations by Learning from Users' PhotosInformation Sciences (Inf. Sci.), 2020

24 Oct 2025

Causal Inspired Multi Modal Recommendation

14 Oct 2025

ExplainRec: Towards Explainable Multi-Modal Zero-Shot Recommendation with Preference Attribution and Large Language Models

03 Oct 2025

MADS: Multi-Agent Dialogue Simulation for Diverse Persuasion Data Generation

168

30 Sep 2025

Multimodal Representation-disentangled Information Bottleneck for Multimodal Recommendation

24 Sep 2025

Multimodal-enhanced Federated Recommendation: A Group-wise Fusion Approach

24 Sep 2025

Modality Alignment with Multi-scale Bilateral Attention for Multimodal Recommendation

Kelin Ren

Chan-Yang Ju

Dong-Ho Lee

11 Sep 2025

Conv4Rec: A 1-by-1 Convolutional AutoEncoder for User Profiling through Joint Analysis of Implicit and Explicit FeedbacksIEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), 2025

112

09 Sep 2025

Progressive Semantic Residual Quantization for Multimodal-Joint Interest Modeling in Music Recommendation

28 Aug 2025

PCR-CA: Parallel Codebook Representations with Contrastive Alignment for Multiple-Category App Recommendation

109

25 Aug 2025

EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation

112

22 Aug 2025

TrackRec: Iterative Alternating Feedback with Chain-of-Thought via Preference Alignment for Recommendation

21 Aug 2025

MLLMRec: Exploring the Potential of Multimodal Large Language Models in Recommender Systems

21 Aug 2025

Refining Contrastive Learning and Homography Relations for Multi-Modal Recommendation

19 Aug 2025

Hypercomplex Prompt-aware Multimodal Recommendation

116

14 Aug 2025

Hybrid-Hierarchical Fashion Graph Attention Network for Compatibility-Oriented and Personalized Outfit Recommendation

Sajjad Saed

Babak Teimourpour

14 Aug 2025

Towards Comprehensible Recommendation with Large Language Model Fine-tuning

11 Aug 2025

Are Multimodal Embeddings Truly Beneficial for Recommendation? A Deep Dive into Whole vs. Individual Modalities

10 Aug 2025

Uncertainty-Aware Semantic Decoding for LLM-Based Sequential Recommendation

10 Aug 2025

A Metric for MLLM Alignment in Large-scale Recommendation

07 Aug 2025

Does Multimodality Improve Recommender Systems as Expected? A Critical Analysis and Future Directions

07 Aug 2025

Do Recommender Systems Really Leverage Multimodal Content? A Comprehensive Analysis on Multimodal Representations for Recommendation

06 Aug 2025

ViLLA-MMBench: A Unified Benchmark Suite for LLM-Augmented Multimodal Movie Recommendation

06 Aug 2025

^3

-MRec: Invariant Learning with Information Bottleneck for Incomplete Modality Recommendation

155

06 Aug 2025

AUV-Fusion: Cross-Modal Adversarial Fusion of User Interactions and Visual Perturbations Against VARS

130

30 Jul 2025

The Best is Yet to Come: Graph Convolution in the Testing Phase for Multimodal Recommendation

128

24 Jul 2025

From ID-based to ID-free: Rethinking ID Effectiveness in Multimodal Collaborative Filtering Recommendation

08 Jul 2025

Advancing Loss Functions in Recommender Systems: A Comparative Study with a Rényi Divergence-Based SolutionAAAI Conference on Artificial Intelligence (AAAI), 2025

165

18 Jun 2025

What Makes LLMs Effective Sequential Recommenders? A Study on Preference Intensity and Temporal Context

156

02 Jun 2025

Gated Multimodal Graph Learning for Personalized Recommendation

30 May 2025

Hierarchical Tree Search-based User Lifelong Behavior Modeling on Large Language ModelAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2025

369

26 May 2025

MDVT: Enhancing Multimodal Recommendation with Model-Agnostic Multimodal-Driven Virtual Triplets

120

22 May 2025

Learning Item Representations Directly from Multimodal Features for Effective Recommendation

208

08 May 2025

A Survey of Foundation Model-Powered Recommender Systems: From Feature-Based, Generative to Agentic Paradigms

238

23 Apr 2025

Disentangling and Generating Modalities for Recommendation in Missing Modality ScenariosAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2025

268

23 Apr 2025

MMHCL: Multi-Modal Hypergraph Contrastive Learning for RecommendationACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) (TOMM), 2025

265

23 Apr 2025

Modality Reliability Guided Multimodal Recommendation

255

23 Apr 2025

Teach Me How to Denoise: A Universal Framework for Denoising Multi-modal Recommender Systems via Guided CalibrationWeb Search and Data Mining (WSDM), 2025

167

19 Apr 2025

FashionDPO:Fine-tune Fashion Outfit Generation Model using Direct Preference OptimizationAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2025

146

17 Apr 2025

MSCRS: Multi-modal Semantic Graph Prompt Learning Framework for Conversational Recommender SystemsAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2025

319

15 Apr 2025

HistLLM: A Unified Framework for LLM-Based Multimodal Recommendation with User History Encoding and Compression

915

14 Apr 2025

StePO-Rec: Towards Personalized Outfit Styling Assistant via Knowledge-Guided Multi-Step Reasoning

Yuxi Bi

Yunfan Gao

Haoyu Wang

188

14 Apr 2025

BBQRec: Behavior-Bind Quantization for Multi-Modal Sequential Recommendation

121

09 Apr 2025

COHESION: Composite Graph Convolutional Network with Dual-Stage Fusion for Multimodal RecommendationAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2025

309

06 Apr 2025

Towards Robust Offline Evaluation: A Causal and Information Theoretic Framework for Debiasing Ranking Systems

Seyedeh Baharan Khatami

100

04 Apr 2025

LaViC: Adapting Large Vision-Language Models to Visually-Aware Conversational Recommendation

358

30 Mar 2025

Variational Bayesian Personalized Ranking

279

14 Mar 2025

Title
LEMUR: Large scale End-to-end MUltimodal RecommendationComputers & graphics (CG), 2024 Xintian Han Honggang Chen Quan Lin Jingyue Gao X. Ren ... Zhe Wang Yuchao Zheng Jingjian Lin Di Wu Junfeng Ge OffRL 62 0 0 14 Nov 2025
Enhancing Multimodal Recommendations with Vision-Language Models and Information-Aware Fusion Hai-Dang Kieu Min Xu Thanh Trung Huynh Dung D. Le 64 0 0 03 Nov 2025
Structurally Refined Graph Transformer for Multimodal Recommendation Ke Shi Yan Zhang Miao Zhang Lifan Chen Jiali Yi Kui Xiao Xiaoju Hou Zhifei Li OffRL 92 0 0 01 Nov 2025
Towards Explainable Personalized Recommendations by Learning from Users' PhotosInformation Sciences (Inf. Sci.), 2020 Jorge Díez Pablo Pérez-Núñez Oscar Luaces Beatriz Remeseiro Antonio Bahamonde HAI 40 28 0 24 Oct 2025
Causal Inspired Multi Modal Recommendation Jie Yang Chenyang Gu Zixuan Liu CML 72 0 0 14 Oct 2025
ExplainRec: Towards Explainable Multi-Modal Zero-Shot Recommendation with Preference Attribution and Large Language Models Bo Ma LuYao Liu ZeHua Hu Simon Lau LRM 45 0 0 03 Oct 2025
MADS: Multi-Agent Dialogue Simulation for Diverse Persuasion Data Generation Mingjin Li Yu Liu Huayi Liu Xiang Ye Chao Jiang Hongguang Zhang Yu Ruan 168 0 0 30 Sep 2025
Multimodal Representation-disentangled Information Bottleneck for Multimodal Recommendation Hui Wang Jinghui Qin Wushao Wen Qingling Li Shanshan Zhong Z. Huang 68 0 0 24 Sep 2025
Multimodal-enhanced Federated Recommendation: A Group-wise Fusion Approach Chunxu Zhang Weipeng Zhang Guodong Long Zhiheng Xue Riting Xia Bo Yang 40 0 0 24 Sep 2025
Modality Alignment with Multi-scale Bilateral Attention for Multimodal Recommendation Kelin Ren Chan-Yang Ju Dong-Ho Lee 52 0 0 11 Sep 2025
Conv4Rec: A 1-by-1 Convolutional AutoEncoder for User Profiling through Joint Analysis of Implicit and Explicit FeedbacksIEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), 2025 Antoine Ledent Petr Kasalický Rodrigo Alves Hady W. Lauw HAI 112 1 0 09 Sep 2025
Progressive Semantic Residual Quantization for Multimodal-Joint Interest Modeling in Music Recommendation Shijia Wang Tianpei Ouyang Qiang Xiao Dongjing Wang Yintao Ren Songpei Xu Da Guo Chuanjiang Luo 48 1 0 28 Aug 2025
PCR-CA: Parallel Codebook Representations with Contrastive Alignment for Multiple-Category App Recommendation Bin Tan Wangyao Ge Y. Wang Xin Liu Jeff Burtoft Hao Fan Hui Wang 109 1 0 25 Aug 2025
EGRA:Toward Enhanced Behavior Graphs and Representation Alignment for Multimodal Recommendation Xiaoxiong Zhang Xin Zhou Zhiwei Zeng Yongjie Wang Dusit Niyato Zhiqi Shen 112 0 0 22 Aug 2025
TrackRec: Iterative Alternating Feedback with Chain-of-Thought via Preference Alignment for Recommendation Yu Xia Rui Zhong Zeyu Song Wei Yang Junchen Wan Qingpeng Cai Chi Lu Peng Jiang LRM 57 3 0 21 Aug 2025
MLLMRec: Exploring the Potential of Multimodal Large Language Models in Recommender Systems Yuzhuo Dang Xin Zhang Zhiqiang Pan Yuxiao Duan Wanyu Chen Fei Cai Honghui Chen AI4TS 68 0 0 21 Aug 2025
Refining Contrastive Learning and Homography Relations for Multi-Modal Recommendation Shouxing Ma Yawen Zeng Shiqing Wu Guandong Xu 72 0 0 19 Aug 2025
Hypercomplex Prompt-aware Multimodal Recommendation Zheyu Chen Jinfeng Xu Hewei Wang Shuo Yang Zitong Wan Haibo Hu 116 0 0 14 Aug 2025
Hybrid-Hierarchical Fashion Graph Attention Network for Compatibility-Oriented and Personalized Outfit Recommendation Sajjad Saed Babak Teimourpour 80 1 0 14 Aug 2025
Towards Comprehensible Recommendation with Large Language Model Fine-tuning Yunze Luo Yinjie Jiang Gaode Chen Xinghua Zhang Jun Zhang Jian Liang Kaigui Bian LRM 94 0 0 11 Aug 2025
Are Multimodal Embeddings Truly Beneficial for Recommendation? A Deep Dive into Whole vs. Individual Modalities Yu Ye Junchen Fu Yu Song Kaiwen Zheng Joemon M. Jose 71 0 0 10 Aug 2025
Uncertainty-Aware Semantic Decoding for LLM-Based Sequential Recommendation Chenke Yin Li Fan Jia Wang D. Hu H. Zhang Chong Zhang Yang Xiang 98 1 0 10 Aug 2025
A Metric for MLLM Alignment in Large-scale Recommendation Yubin Zhang Yanhua Huang Haiming Xu Mingliang Qi Chang Wang Jiarui Jin Xiangyuan Ren Xiaodan Wang Ruiwen Xu OffRL 65 0 0 07 Aug 2025
Does Multimodality Improve Recommender Systems as Expected? A Critical Analysis and Future Directions Hongyu Zhou Yinan Zhang Aixin Sun Zhiqi Shen 80 0 0 07 Aug 2025
Do Recommender Systems Really Leverage Multimodal Content? A Comprehensive Analysis on Multimodal Representations for Recommendation Claudio Pomo Matteo Attimonelli Danilo Danese Fedelucio Narducci Tommaso Di Noia 64 1 0 06 Aug 2025
ViLLA-MMBench: A Unified Benchmark Suite for LLM-Augmented Multimodal Movie Recommendation Fatemeh Nazary Ali Tourani Yashar Deldjoo Tommaso Di Noia VLM 55 0 0 06 Aug 2025
I $^3$ -MRec: Invariant Learning with Information Bottleneck for Incomplete Modality Recommendation Huilin Chen Miaomiao Cai Fan Liu Zhiyong Cheng Richang Hong Meng Wang 155 0 0 06 Aug 2025
AUV-Fusion: Cross-Modal Adversarial Fusion of User Interactions and Visual Perturbations Against VARS Hai Ling Tianchi Wang Xiaohao Liu Zhulin Tao Lifang Yang Xianglin Huang AAML 130 0 0 30 Jul 2025
The Best is Yet to Come: Graph Convolution in the Testing Phase for Multimodal Recommendation Jinfeng Xu Zheyu Chen Shuo Yang Jinze Li Edith C.H. Ngai GNN 128 5 0 24 Jul 2025
From ID-based to ID-free: Rethinking ID Effectiveness in Multimodal Collaborative Filtering Recommendation Guohao Li Li Jing J. Wu X. Li Kai Zhu Yue He 70 2 0 08 Jul 2025
Advancing Loss Functions in Recommender Systems: A Comparative Study with a Rényi Divergence-Based SolutionAAAI Conference on Artificial Intelligence (AAAI), 2025 Shengjia Zhang Jiawei Chen Changdong Li Sheng Zhou Qihao Shi Yan Feng Chun-Yen Chen C. Wang 165 1 0 18 Jun 2025
What Makes LLMs Effective Sequential Recommenders? A Study on Preference Intensity and Temporal Context Z. Ouyang Qianlong Wen Chunhui Zhang Yanfang Ye Soroush Vosoughi HAI 156 1 0 02 Jun 2025
Gated Multimodal Graph Learning for Personalized Recommendation Sibei Liu Y. Zhang Xiang Li Yunbo Liu Chengwei Feng Hao Yang 86 11 0 30 May 2025
Hierarchical Tree Search-based User Lifelong Behavior Modeling on Large Language ModelAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2025 Yu Xia Rui Zhong Hao Gu Wei Yang Chi Lu Peng Jiang Kun Gai 369 4 0 26 May 2025
MDVT: Enhancing Multimodal Recommendation with Model-Agnostic Multimodal-Driven Virtual Triplets Jinfeng Xu Zheyu Chen Jinze Li Shuo Yang Hewei Wang Yijie Li Mengran Li Puzhen Wu Edith C. H. Ngai 120 9 0 22 May 2025
Learning Item Representations Directly from Multimodal Features for Effective Recommendation Xin Zhou Xiaoxiong Zhang Dusit Niyato Zhiqi Shen 208 3 0 08 May 2025
A Survey of Foundation Model-Powered Recommender Systems: From Feature-Based, Generative to Agentic Paradigms Chengkai Huang Hongtao Huang Tong Yu Kaige Xie Junda Wu Shuai Zhang Julian McAuley Dietmar Jannach Lina Yao LRM AI4CE 238 7 0 23 Apr 2025
Disentangling and Generating Modalities for Recommendation in Missing Modality ScenariosAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2025 Jiwan Kim Hongseok Kang Sein Kim Kibum Kim Chanyoung Park 268 1 0 23 Apr 2025
MMHCL: Multi-Modal Hypergraph Contrastive Learning for RecommendationACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) (TOMM), 2025 Xu Guo Tong Zhang Fuyun Wang Xudong Wang Wei Wei Xin Liu Zhen Cui 265 3 0 23 Apr 2025
Modality Reliability Guided Multimodal Recommendation Xue Dong Xuemeng Song Na Zheng Sicheng Zhao Guiguang Ding NoLa 255 0 0 23 Apr 2025
Teach Me How to Denoise: A Universal Framework for Denoising Multi-modal Recommender Systems via Guided CalibrationWeb Search and Data Mining (WSDM), 2025 Haoyang Li Hanwen Du You Li Junchen Fu Chunxiao Li Ziyi Zhuang Jiakang Li Yongxin Ni AI4TS 167 1 0 19 Apr 2025
FashionDPO:Fine-tune Fashion Outfit Generation Model using Direct Preference OptimizationAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2025 Mingzhe Yu Yunshan Ma Lei Wu Changshuo Wang Xue Li Lei Meng EGVM 146 1 0 17 Apr 2025
MSCRS: Multi-modal Semantic Graph Prompt Learning Framework for Conversational Recommender SystemsAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2025 Yibiao Wei Jie Zou Weikang Guo Guoqing Wang Xing Xu Yang Yang 319 4 0 15 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 915 0 0 14 Apr 2025
StePO-Rec: Towards Personalized Outfit Styling Assistant via Knowledge-Guided Multi-Step Reasoning Yuxi Bi Yunfan Gao Haoyu Wang 188 3 0 14 Apr 2025
BBQRec: Behavior-Bind Quantization for Multi-Modal Sequential Recommendation Kaiyuan Li Rui Xiang Yong Bai Yongxiang Tang Yanhua Cheng Xialong Liu Peng Jiang Kun Gai 121 8 0 09 Apr 2025
COHESION: Composite Graph Convolutional Network with Dual-Stage Fusion for Multimodal RecommendationAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2025 Jinfeng Xu Zheyu Chen Wei Wang Xiping Hu Sang-Wook Kim Edith C. H. Ngai 309 16 0 06 Apr 2025
Towards Robust Offline Evaluation: A Causal and Information Theoretic Framework for Debiasing Ranking Systems Seyedeh Baharan Khatami Sayan Chakraborty Ruomeng Xu Babak Salimi CML OffRL 100 0 0 04 Apr 2025
LaViC: Adapting Large Vision-Language Models to Visually-Aware Conversational Recommendation Hyunsik Jeon Satoshi Koide Yu Wang Zhankui He Julian McAuley VLM 358 0 0 30 Mar 2025
Variational Bayesian Personalized Ranking Bin Liu Xiaohong Liu Q. Luo Ziqiao Shang Jielei Chu Lin Ma Zhaoyu Li Fei Teng Guoquan Zheng Tianrui Li 279 0 0 14 Mar 2025

Title

LEMUR: Large scale End-to-end MUltimodal RecommendationComputers & graphics (CG), 2024

...