Information Retrieval

Authors and titles for cs.IR in Apr 2024

[1]  arXiv:2404.00236 [pdf, other]

Title: Enhancing Content-based Recommendation via Large Language Model

Authors: Wentao Xu, Qianqian Xie, Shuo Yang, Jiangxia Cao, Shuchao Pang

Comments: Work in progress

Subjects: Information Retrieval (cs.IR); Computation and Language (cs.CL)

[2]  arXiv:2404.00243 [pdf, other]

Title: DSFNet: Learning Disentangled Scenario Factorization for Multi-Scenario Route Ranking

Authors: Jiahao Yu, Yihai Duan, Longfei Xu, Chao Chen, Shuliang Liu, Li Chen, Kaikui Liu, Fan Yang, Ning Guo

Subjects: Information Retrieval (cs.IR)

[3]  arXiv:2404.00245 [pdf, other]

Title: Aligning Large Language Models with Recommendation Knowledge

Authors: Yuwei Cao, Nikhil Mehta, Xinyang Yi, Raghunandan Keshavan, Lukasz Heldt, Lichan Hong, Ed H. Chi, Maheswaran Sathiamoorthy

Comments: Accepted to the NAACL 2024 Findings

Subjects: Information Retrieval (cs.IR)

[4]  arXiv:2404.00261 [pdf, other]

Title: A Simple Yet Effective Approach for Diversified Session-Based Recommendation

Authors: Qing Yin, Hui Fang, Zhu Sun, Yew-Soon Ong

Subjects: Information Retrieval (cs.IR); Artificial Intelligence (cs.AI)

[5]  arXiv:2404.00268 [pdf, other]

Title: A Unified Framework for Adaptive Representation Enhancement and Inversed Learning in Cross-Domain Recommendation

Authors: Luankang Zhang, Hao Wang, Suojuan Zhang, Mingjia Yin, Yongqiang Han, Jiaqing Zhang, Defu Lian, Enhong Chen

Comments: Accepted by DASFAA 2024

Subjects: Information Retrieval (cs.IR)

[6]  arXiv:2404.00579 [pdf, other]

Title: A Review of Modern Recommender Systems Using Generative Models (Gen-RecSys)

Authors: Yashar Deldjoo, Zhankui He, Julian McAuley, Anton Korikov, Scott Sanner, Arnau Ramisa, René Vidal, Maheswaran Sathiamoorthy, Atoosa Kasirzadeh, Silvia Milano

Subjects: Information Retrieval (cs.IR); Artificial Intelligence (cs.AI)

[7]  arXiv:2404.00590 [pdf, other]

Title: CuSINeS: Curriculum-driven Structure Induced Negative Sampling for Statutory Article Retrieval

Authors: T.Y.S.S Santosh, Kristina Kaiser, Matthias Grabmair

Comments: Accepted to LREC-COLING 2024

Subjects: Information Retrieval (cs.IR); Computation and Language (cs.CL)

[8]  arXiv:2404.00621 [pdf, other]

Title: Multimodal Pretraining, Adaptation, and Generation for Recommendation: A Survey

Authors: Qijiong Liu, Jieming Zhu, Yanting Yang, Quanyu Dai, Zhaocheng Du, Xiao-Ming Wu, Zhou Zhao, Rui Zhang, Zhenhua Dong

Comments: Draft version submitted to KDD'2024 tutorials

Subjects: Information Retrieval (cs.IR); Multimedia (cs.MM)

[9]  arXiv:2404.00684 [pdf, other]

Title: Generative Retrieval as Multi-Vector Dense Retrieval

Authors: Shiguang Wu, Wenda Wei, Mengqi Zhang, Zhumin Chen, Jun Ma, Zhaochun Ren, Maarten de Rijke, Pengjie Ren

Comments: 12 pages, 5 figures, 8 tables, accepted at SIGIR 2024

Subjects: Information Retrieval (cs.IR); Artificial Intelligence (cs.AI)

[10]  arXiv:2404.00702 [pdf, other]

Title: Tired of Plugins? Large Language Models Can Be End-To-End Recommenders

Authors: Wenlin Zhang, Chuhan Wu, Xiangyang Li, Yuhao Wang, Kuicai Dong, Yichao Wang, Xinyi Dai, Xiangyu Zhao, Huifeng Guo, Ruiming Tang

Subjects: Information Retrieval (cs.IR)

[11]  arXiv:2404.00903 [pdf, ps, other]

Title: Maximizing User Experience with LLMOps-Driven Personalized Recommendation Systems

Authors: Chenxi Shi, Penghao Liang, Yichao Wu, Tong Zhan, Zhengyu Jin

Subjects: Information Retrieval (cs.IR); Artificial Intelligence (cs.AI)

[12]  arXiv:2404.00947 [pdf, other]

Title: Towards an In-Depth Comprehension of Case Relevance for Better Legal Retrieval

Authors: Haitao Li, You Chen, Zhekai Ge, Qingyao Ai, Yiqun Liu, Quan Zhou, Shuai Huo

Comments: 16 pages

Subjects: Information Retrieval (cs.IR)

[13]  arXiv:2404.00972 [pdf, other]

Title: Cross-channel Recommendation for Multi-channel Retail

Authors: Yijin Choi, Jongkyung Shin, Chiehyeon Lim

Comments: 5 pages, 2 figures, 3 tables

Subjects: Information Retrieval (cs.IR)

[14]  arXiv:2404.01008 [pdf, other]

Title: EEG-SVRec: An EEG Dataset with User Multidimensional Affective Engagement Labels in Short Video Recommendation

Authors: Shaorun Zhang, Zhiyu He, Ziyi Ye, Peijie Sun, Qingyao Ai, Min Zhang, Yiqun Liu

Subjects: Information Retrieval (cs.IR)

[15]  arXiv:2404.01012 [pdf, other]

Title: Query Performance Prediction using Relevance Judgments Generated by Large Language Models

Authors: Chuan Meng, Negar Arabzadeh, Arian Askari, Mohammad Aliannejadi, Maarten de Rijke

Subjects: Information Retrieval (cs.IR); Artificial Intelligence (cs.AI); Computation and Language (cs.CL); Machine Learning (cs.LG)

[16]  arXiv:2404.01036 [pdf, ps, other]

Title: Higher education assessment practice in the era of generative AI tools

Authors: Bayode Ogunleye, Kudirat Ibilola Zakariyyah, Oluwaseun Ajao, Olakunle Olayinka, Hemlata Sharma

Comments: 11 pages, 7 tables published in the Journal of Applied Learning & Teaching

Journal-ref: Higher education assessment practice in the era of generative AI tools. (2024). Journal of applied learning and teaching, 7(1)

Subjects: Information Retrieval (cs.IR); Artificial Intelligence (cs.AI); Computer Vision and Pattern Recognition (cs.CV); Machine Learning (cs.LG)

[17]  arXiv:2404.01176 [pdf, other]

Title: Using Chao's Estimator as a Stopping Criterion for Technology-Assisted Review

Authors: Michiel P. Bron, Peter G. M. van der Heijden, Ad J. Feelders, Arno P. J. M. Siebes

Subjects: Information Retrieval (cs.IR)

[18]  arXiv:2404.01574 [pdf, other]

Title: Multi-granular Adversarial Attacks against Black-box Neural Ranking Models

Authors: Yu-An Liu, Ruqing Zhang, Jiafeng Guo, Maarten de Rijke, Yixing Fan, Xueqi Cheng

Comments: Accepted by SIGIR2024

Subjects: Information Retrieval (cs.IR); Cryptography and Security (cs.CR); Machine Learning (cs.LG)

[19]  arXiv:2404.01735 [pdf, other]

Title: CIRP: Cross-Item Relational Pre-training for Multimodal Product Bundling

Authors: Yunshan Ma, Yingzhi He, Wenjun Zhong, Xiang Wang, Roger Zimmermann, Tat-Seng Chua

Comments: arXiv preprint, 10 pages, 4 figures, 6 tables

Subjects: Information Retrieval (cs.IR); Multimedia (cs.MM)

[20]  arXiv:2404.01855 [pdf, other]

Title: Where to Move Next: Zero-shot Generalization of LLMs for Next POI Recommendation

Authors: Shanshan Feng, Haoming Lyu, Caishun Chen, Yew-Soon Ong

Subjects: Information Retrieval (cs.IR); Artificial Intelligence (cs.AI)

[21]  arXiv:2404.02059 [pdf, other]

Title: IISAN: Efficiently Adapting Multimodal Representation for Sequential Recommendation with Decoupled PEFT

Authors: Junchen Fu, Xuri Ge, Xin Xin, Alexandros Karatzoglou, Ioannis Arapakis, Jie Wang, Joemon M. Jose

Comments: Accepted by SIGIR2024

Subjects: Information Retrieval (cs.IR); Computer Vision and Pattern Recognition (cs.CV)

[22]  arXiv:2404.02249 [pdf, other]

Title: RAT: Retrieval-Augmented Transformer for Click-Through Rate Prediction

Authors: Yushen Li, Jinpeng Wang, Tao Dai, Jieming Zhu, Jun Yuan, Rui Zhang, Shu-Tao Xia

Comments: Accepted to The ACM Web Conference 2024 (WWW'24, short paper). Data and code are available

Subjects: Information Retrieval (cs.IR); Artificial Intelligence (cs.AI); Machine Learning (cs.LG); Social and Information Networks (cs.SI)

[23]  arXiv:2404.02309 [pdf, other]

Title: A Survey of Web Content Control for Generative AI

Authors: Michael Dinzinger, Florian Heß, Michael Granitzer

Subjects: Information Retrieval (cs.IR)

[24]  arXiv:2404.02489 [pdf, other]

Title: DUQGen: Effective Unsupervised Domain Adaptation of Neural Rankers by Diversifying Synthetic Query Generation

Authors: Ramraj Chandradevan, Kaustubh D. Dhole, Eugene Agichtein

Comments: NAACL 2024 Main Conference

Subjects: Information Retrieval (cs.IR); Computation and Language (cs.CL)

[25]  arXiv:2404.02543 [pdf, other]

Title: Unbiased Learning to Rank Meets Reality: Lessons from Baidu's Large-Scale Search Dataset

Authors: Philipp Hager, Romain Deffayet, Jean-Michel Renders, Onno Zoeter, Maarten de Rijke

Subjects: Information Retrieval (cs.IR); Artificial Intelligence (cs.AI)