{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,28]],"date-time":"2026-02-28T19:58:46Z","timestamp":1772308726014,"version":"3.50.1"},"publisher-location":"New York, NY, USA","reference-count":33,"publisher":"ACM","license":[{"start":{"date-parts":[[2024,10,8]],"date-time":"2024-10-08T00:00:00Z","timestamp":1728345600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2024,10,8]]},"DOI":"10.1145\/3640457.3688011","type":"proceedings-article","created":{"date-parts":[[2024,10,8]],"date-time":"2024-10-08T15:39:28Z","timestamp":1728401968000},"page":"1302-1307","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":1,"title":["Evaluating the Pros and Cons of Recommender Systems Explanations"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-7043-7326","authenticated-orcid":false,"given":"Kathrin","family":"Wardatzky","sequence":"first","affiliation":[{"name":"Department of Informatics, University of Zurich, Switzerland"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2024,10,8]]},"reference":[{"key":"e_1_3_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1145\/3109859.3109913"},{"key":"e_1_3_2_1_2_1","volume-title":"Thirty-sixth Conference on Neural Information Processing Systems Datasets and Benchmarks Track. https:\/\/openreview.net\/forum?id=MU2495w47rz","author":"Agarwal Chirag","year":"2022","unstructured":"Chirag Agarwal, Satyapriya Krishna, Eshika Saxena, Martin Pawelczyk, Nari Johnson, Isha Puri, Marinka Zitnik, and Himabindu Lakkaraju. 2022. OpenXAI: Towards a Transparent Evaluation of Model Explanations. In Thirty-sixth Conference on Neural Information Processing Systems Datasets and Benchmarks Track. https:\/\/openreview.net\/forum?id=MU2495w47rz"},{"key":"e_1_3_2_1_3_1","volume-title":"Conference on recommender systems.","author":"Alslaity Alaa","year":"2020","unstructured":"Alaa Alslaity and Thomas Tran. 2020. The effect of personality traits on persuading recommender system users. In Conference on recommender systems."},{"key":"e_1_3_2_1_4_1","volume-title":"Advances in Neural Information Processing Systems, S.\u00a0Bengio, H.\u00a0Wallach, H.\u00a0Larochelle, K.\u00a0Grauman, N.\u00a0Cesa-Bianchi, and R.\u00a0Garnett (Eds.). Vol.\u00a031. Curran Associates","author":"Alvarez\u00a0Melis David","year":"2018","unstructured":"David Alvarez\u00a0Melis and Tommi Jaakkola. 2018. Towards Robust Interpretability with Self-Explaining Neural Networks. In Advances in Neural Information Processing Systems, S.\u00a0Bengio, H.\u00a0Wallach, H.\u00a0Larochelle, K.\u00a0Grauman, N.\u00a0Cesa-Bianchi, and R.\u00a0Garnett (Eds.). Vol.\u00a031. Curran Associates, Inc.https:\/\/proceedings.neurips.cc\/paper\/2018\/file\/3e9f0fc9b2f89e043bc6233994dfcf76-Paper.pdf"},{"key":"e_1_3_2_1_5_1","doi-asserted-by":"crossref","unstructured":"Vijay Arya Rachel K.\u00a0E. Bellamy Pin-Yu Chen Amit Dhurandhar Michael Hind Samuel\u00a0C. Hoffman Stephanie Houde Q.\u00a0Vera Liao Ronny Luss Aleksandra Mojsilovi\u0107 Sami Mourad Pablo Pedemonte Ramya Raghavendra John Richards Prasanna Sattigeri Karthikeyan Shanmugam Moninder Singh Kush\u00a0R. Varshney Dennis Wei and Yunfeng Zhang. 2019. One Explanation Does Not Fit All: A Toolkit and Taxonomy of AI Explainability Techniques. https:\/\/arxiv.org\/abs\/1909.03012","DOI":"10.1145\/3351095.3375667"},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1145\/3397271.3401032"},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1145\/3503252.3531304"},{"key":"e_1_3_2_1_8_1","doi-asserted-by":"publisher","unstructured":"Valerie Chen Nari Johnson Nicholay Topin Gregory Plumb and Ameet Talwalkar. 2022. Use-Case-Grounded Simulations for Explanation Evaluation. (2022). https:\/\/doi.org\/10.48550\/ARXIV.2206.02256 Publisher: arXiv Version Number: 2.","DOI":"10.48550\/ARXIV.2206.02256"},{"key":"e_1_3_2_1_9_1","volume-title":"Influence: Science and practice. Vol.\u00a04.","author":"Cialdini B","year":"2009","unstructured":"Robert\u00a0B Cialdini. 2009. Influence: Science and practice. Vol.\u00a04."},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1109\/MCI.2021.3129958"},{"key":"e_1_3_2_1_11_1","doi-asserted-by":"publisher","unstructured":"Finale Doshi-Velez and Been Kim. 2017. Towards A Rigorous Science of Interpretable Machine Learning. (2017). https:\/\/doi.org\/10.48550\/ARXIV.1702.08608 Publisher: arXiv Version Number: 2.","DOI":"10.48550\/ARXIV.1702.08608"},{"key":"e_1_3_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1145\/3565472.3592958"},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1007\/s11257-020-09279-z"},{"key":"e_1_3_2_1_14_1","volume-title":"Generating Contrastive Explanations with Monotonic Attribute Functions. CoRR abs\/1905.12698","author":"Luss Ronny","year":"2019","unstructured":"Ronny Luss, Pin-Yu Chen, Amit Dhurandhar, Prasanna Sattigeri, Karthikeyan Shanmugam, and Chun-Chen Tu. 2019. Generating Contrastive Explanations with Monotonic Attribute Functions. CoRR abs\/1905.12698 (2019). arXiv:1905.12698http:\/\/arxiv.org\/abs\/1905.12698"},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.1186\/s41039-021-00167-7"},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.1145\/3583558"},{"key":"e_1_3_2_1_17_1","volume-title":"InterpretML: A Unified Framework for Machine Learning Interpretability. arXiv preprint arXiv:1909.09223","author":"Nori Harsha","year":"2019","unstructured":"Harsha Nori, Samuel Jenkins, Paul Koch, and Rich Caruana. 2019. InterpretML: A Unified Framework for Machine Learning Interpretability. arXiv preprint arXiv:1909.09223 (2019)."},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1007\/s11257-017-9195-0"},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1145\/3219819.3220072"},{"key":"e_1_3_2_1_20_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4899-7637-6_1"},{"key":"e_1_3_2_1_21_1","first-page":"1","article-title":"Cornac: A Comparative Framework for Multimodal Recommender Systems","volume":"21","author":"Salah Aghiles","year":"2020","unstructured":"Aghiles Salah, Quoc-Tuan Truong, and Hady\u00a0W Lauw. 2020. Cornac: A Comparative Framework for Multimodal Recommender Systems. Journal of Machine Learning Research 21, 95 (2020), 1\u20135.","journal-title":"Journal of Machine Learning Research"},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1145\/3531146.3533189"},{"key":"e_1_3_2_1_23_1","volume-title":"4th Workshop on emotions and personality in personalized systems (EMPIRE), Vol.\u00a09.","author":"Sofia Gkika","year":"2016","unstructured":"Gkika Sofia, Skiada Marianna, Lekakos George, and Kourouthanasis Panos. 2016. Investigating the role of personality traits and influence strategies on the persuasive effect of personalized recommendations. In 4th Workshop on emotions and personality in personalized systems (EMPIRE), Vol.\u00a09."},{"key":"e_1_3_2_1_24_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICDEW.2007.4401070"},{"key":"e_1_3_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.1145\/3460231.3473324"},{"key":"e_1_3_2_1_26_1","doi-asserted-by":"publisher","DOI":"10.1109\/MIC.2021.3059027"},{"key":"e_1_3_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1002\/cpe.6834"},{"key":"e_1_3_2_1_28_1","doi-asserted-by":"publisher","DOI":"10.1145\/3485447.3512168"},{"key":"e_1_3_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.1145\/3441715"},{"key":"e_1_3_2_1_30_1","doi-asserted-by":"crossref","unstructured":"Lanling Xu Zhen Tian Gaowei Zhang Junjie Zhang Lei Wang Bowen Zheng Yifan Li Jiakai Tang Zeyu Zhang Yupeng Hou Xingyu Pan Wayne\u00a0Xin Zhao Xu Chen and Ji-Rong Wen. 2023. Towards a More User-Friendly and Easy-to-Use Benchmark Library for Recommender Systems. In SIGIR. ACM 2837\u20132847.","DOI":"10.1145\/3539618.3591889"},{"key":"e_1_3_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.1561\/1500000066"},{"key":"e_1_3_2_1_32_1","doi-asserted-by":"crossref","unstructured":"Wayne\u00a0Xin Zhao Yupeng Hou Xingyu Pan Chen Yang Zeyu Zhang Zihan Lin Jingsen Zhang Shuqing Bian Jiakai Tang Wenqi Sun Yushuo Chen Lanling Xu Gaowei Zhang Zhen Tian Changxin Tian Shanlei Mu Xinyan Fan Xu Chen and Ji-Rong Wen. 2022. RecBole 2.0: Towards a More Up-to-Date Recommendation Library. In CIKM. ACM 4722\u20134726.","DOI":"10.1145\/3511808.3557680"},{"key":"e_1_3_2_1_33_1","doi-asserted-by":"crossref","unstructured":"Wayne\u00a0Xin Zhao Shanlei Mu Yupeng Hou Zihan Lin Yushuo Chen Xingyu Pan Kaiyuan Li Yujie Lu Hui Wang Changxin Tian Yingqian Min Zhichao Feng Xinyan Fan Xu Chen Pengfei Wang Wendi Ji Yaliang Li Xiaoling Wang and Ji-Rong Wen. 2021. RecBole: Towards a Unified Comprehensive and Efficient Framework for Recommendation Algorithms. In CIKM. ACM 4653\u20134664.","DOI":"10.1145\/3459637.3482016"}],"event":{"name":"RecSys '24: 18th ACM Conference on Recommender Systems","location":"Bari Italy","acronym":"RecSys '24","sponsor":["SIGWEB ACM Special Interest Group on Hypertext, Hypermedia, and Web","SIGAI ACM Special Interest Group on Artificial Intelligence","SIGKDD ACM Special Interest Group on Knowledge Discovery in Data","SIGIR ACM Special Interest Group on Information Retrieval","SIGCHI ACM Special Interest Group on Computer-Human Interaction"]},"container-title":["18th ACM Conference on Recommender Systems"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3640457.3688011","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3640457.3688011","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,19]],"date-time":"2025-06-19T00:58:28Z","timestamp":1750294708000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3640457.3688011"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,10,8]]},"references-count":33,"alternative-id":["10.1145\/3640457.3688011","10.1145\/3640457"],"URL":"https:\/\/doi.org\/10.1145\/3640457.3688011","relation":{},"subject":[],"published":{"date-parts":[[2024,10,8]]},"assertion":[{"value":"2024-10-08","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}