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The fast development of Large Language Models (LLMs) offers growing opportunities to further improve sequential recommendation systems. Yet for some practitioners, integrating LLMs to their existing base recommendation systems raises…

信息检索 · 计算机科学 2025-04-17 Nanshan Jia , Chenfei Yuan , Yuhang Wu , Zeyu Zheng

In this paper, we reproduce the experimental results presented in our previous work titled "Making Users Indistinguishable: Attribute-wise Unlearning in Recommender Systems," which was published in the proceedings of the 31st ACM…

信息检索 · 计算机科学 2025-04-01 Yuyuan Li , Junjie Fang , Chaochao Chen , Xiaolin Zheng , Yizhao Zhang , Zhongxuan Han

The departure of subject-matter experts from industrial organizations results in the irreversible loss of tacit knowledge that is rarely captured through conventional documentation practices. This paper proposes Expert Mind, an experimental…

人工智能 · 计算机科学 2026-03-17 Diego Ezequiel Cervera

Expert-level scientific reasoning remains challenging for large language models, particularly on benchmarks such as Humanity's Last Exam (HLE), where rigid tool pipelines, brittle multi-agent coordination, and inefficient test-time scaling…

Explainable recommendation has attracted much attention from the industry and academic communities. It has shown great potential for improving the recommendation persuasiveness, informativeness and user satisfaction. Despite a lot of…

信息检索 · 计算机科学 2023-03-02 Xu Chen , Jingsen Zhang , Lei Wang , Quanyu Dai , Zhenhua Dong , Ruiming Tang , Rui Zhang , Li Chen , Ji-Rong Wen

Recommender systems support decisions in various domains ranging from simple items such as books and movies to more complex items such as financial services, telecommunication equipment, and software systems. In this context,…

信息检索 · 计算机科学 2021-02-15 Alexander Felfernig , Viet-Man Le , Andrei Popescu , Mathias Uta , Thi Ngoc Trang Tran , Müslüum Atas

Public opinion on recommender systems has become increasingly wary in recent years. In line with this trend, lawmakers have also started to become more critical of such systems, resulting in the introduction of new laws focusing on aspects…

人机交互 · 计算机科学 2024-10-02 Roan Schellingerhout

Statements about entities occur everywhere, from newspapers and web pages to structured databases. Correlating references to entities across systems that use different identifiers or names for them is a widespread problem. In this paper, we…

人工智能 · 计算机科学 2014-06-27 R. V. Guha

Explainable recommendation attempts to develop models that generate not only high-quality recommendations but also intuitive explanations. The explanations may either be post-hoc or directly come from an explainable model (also called…

信息检索 · 计算机科学 2020-09-15 Yongfeng Zhang , Xu Chen

Generating natural language explanations for recommendations has become increasingly important in recommender systems. Traditional approaches typically treat user reviews as ground truth for explanations and focus on improving review…

信息检索 · 计算机科学 2025-02-18 Jingsen Zhang , Zihang Tian , Xueyang Feng , Xu Chen

The ongoing rapid expansion of the Internet greatly increases the necessity of effective recommender systems for filtering the abundant information. Extensive research for recommender systems is conducted by a broad range of communities…

物理与社会 · 物理学 2015-06-04 Linyuan Lü , Matus Medo , Chi Ho Yeung , Yi-Cheng Zhang , Zi-Ke Zhang , Tao Zhou

In order to accomplish complex tasks, it is often necessary to compose a team consisting of experts with diverse competencies. However, for proper functioning, it is also preferable that a team be socially cohesive. A team recommendation…

社会与信息网络 · 计算机科学 2013-03-05 Anwitaman Datta , Stefano Braghin , Jackson Tan Teck Yong

This paper presents the ReXCL tool, which automates the extraction and classification processes in requirements engineering, enhancing the software development life-cycle. The tool features two main modules: Extraction, which processes raw…

软件工程 · 计算机科学 2026-05-13 Paheli Bhattacharya , Manojit Chakraborty , Santhosh Kumar Arumugam , Rishabh Gupta

Comment on "Classical Simulations Including Electron Correlations for Sequential Double Ionization" [arXiv:1204.3956]

混沌动力学 · 物理学 2012-08-16 Cristel Chandre , Adam Kamor , Francois Mauger , Turgay Uzer

Comment: Bayesian Checking of the Second Levels of Hierarchical Models [arXiv:0802.0743]

统计方法学 · 统计学 2009-09-29 Valen E. Johnson

Comment: Bayesian Checking of the Second Levels of Hierarchical Models [arXiv:0802.0743]

统计方法学 · 统计学 2009-09-29 Andrew Gelman

Explanations in conventional recommender systems have demonstrated benefits in helping the user understand the rationality of the recommendations and improving the system's efficiency, transparency, and trustworthiness. In the…

信息检索 · 计算机科学 2023-05-31 Shuyu Guo , Shuo Zhang , Weiwei Sun , Pengjie Ren , Zhumin Chen , Zhaochun Ren

Current practice for evaluating recommender systems typically focuses on point estimates of user-oriented effectiveness metrics or business metrics, sometimes combined with additional metrics for considerations such as diversity and…

信息检索 · 计算机科学 2023-09-13 Michael D. Ekstrand , Ben Carterette , Fernando Diaz

The design of reliable circuits has received a lot of attention in the past, leading to the definition of several design techniques introducing fault detection and fault tolerance properties in systems for critical…

硬件体系结构 · 计算机科学 2011-11-09 C. Bolchini , F. Salice , D. Sciuto , L. Pomante

Originally published as a Supplemental Appendix to Adjoint Equations in Stability Analysis, Annu. Rev. Fluid Mech. 46:493-517 (2014)

流体动力学 · 物理学 2024-04-29 Paolo Luchini , Alessandro Bottaro