Maarten de Rijke

Artificial intelligence & Information retrieval

SIGIR eCom

SIGIR eCom is a full day hybrid workshop taking place on Friday, July 15, 2022 in conjunction with SIGIR 2022. The SIGIR Workshop on eCommerce serves as a platform for publication and discussion of Information Retrieval and NLP research & their applications in the domain of eCommerce. This workshop will bring together practitioners and researchers from academia and industry to discuss the challenges and approaches to product search and recommendation in eCommerce.

The theme of this year’s workshop is Bridging IR Metrics and Business Metrics and Multi-objective Optimization.

Workshop website:  https://sigir-ecom.github.io/

Publications update

Here’s an update of recent and upcoming publications:

  • Mozhdeh Ariannezhad, Mohamed Yahya, Edgar Meij, Sebastian Schelter, and Maarten de Rijke. Understanding Financial Information Seeking Behavior from User Interactions with Company Filings. In The 2nd Workshop on Financial Technology on the Web (FinWeb). ACM, April 2022. Bibtex, PDF
    @inproceedings{ariannezhad-2022-understanding,
    author = {Ariannezhad, Mozhdeh and Yahya, Mohamed and Meij, Edgar and Schelter, Sebastian and de Rijke, Maarten},
    booktitle = {The 2nd Workshop on Financial Technology on the Web (FinWeb)},
    date-added = {2022-03-03 06:29:45 +0100},
    date-modified = {2022-03-03 06:34:05 +0100},
    month = {April},
    publisher = {ACM},
    title = {Understanding Financial Information Seeking Behavior from User Interactions with Company Filings},
    year = {2022}}
  • Maurits Bleeker and Maarten de Rijke. Do Lessons from Metric Learning Generalize to Image-Caption Retrieval?. In ECIR 2022: 44th European Conference on Information Retrieval. Springer, April 2022. Bibtex, PDF
    @inproceedings{bleeker-2022-do,
    author = {Bleeker, Maurits and de Rijke, Maarten},
    booktitle = {ECIR 2022: 44th European Conference on Information Retrieval},
    date-added = {2021-11-26 06:08:03 +0100},
    date-modified = {2021-11-26 06:13:00 +0100},
    month = {April},
    publisher = {Springer},
    title = {Do Lessons from Metric Learning Generalize to Image-Caption Retrieval?},
    year = {2022}}
  • Mariya Hendriksen, Maurits Bleeker, Svitlana Vakulenko, Nanne van Noord, Ernst Kuiper, and Maarten de Rijke. Extending CLIP for Category-to-image Retrieval in E-commerce. In ECIR 2022: 44th European Conference on Information Retrieval. Springer, April 2022. Bibtex, PDF
    @inproceedings{hendriksen-2022-extending,
    author = {Hendriksen, Mariya and Bleeker, Maurits and Vakulenko, Svitlana and van Noord, Nanne and Kuiper, Ernst and de Rijke, Maarten},
    booktitle = {ECIR 2022: 44th European Conference on Information Retrieval},
    date-added = {2021-11-19 11:35:01 +0100},
    date-modified = {2021-11-19 11:38:50 +0100},
    month = {April},
    publisher = {Springer},
    title = {Extending {CLIP} for Category-to-image Retrieval in E-commerce},
    year = {2022}}
  • Ana Lucic, Maartje ter Hoeve, Gabriele Tolomei, Maarten de Rijke, and Fabrizio Silvestri. CF-GNNExplainer: Counterfactual Explanations for Graph Neural Networks. In AISTATS 2022: 25th International Conference on Artificial Intelligence and Statistics. PMLR, March 2022. Bibtex, PDF
    @inproceedings{lucic-2022-cf-gnnexplainer,
    author = {Lucic, Ana and ter Hoeve, Maartje and Tolomei, Gabriele and de Rijke, Maarten and Silvestri, Fabrizio},
    booktitle = {AISTATS 2022: 25th International Conference on Artificial Intelligence and Statistics},
    date-added = {2022-01-18 15:54:25 +0100},
    date-modified = {2022-02-26 10:22:14 +0100},
    month = {March},
    publisher = {PMLR},
    title = {CF-GNNExplainer: Counterfactual Explanations for Graph Neural Networks},
    year = {2022}}
  • Vaishali Pal, Evangelos Kanoulas, and Maarten de Rijke. Parameter-Efficient Abstractive Question Answering over Tables and Text. In 2nd DialDoc Workshop on Document-grounded Dialogue and Conversational Question Answering. ACL, May 2022. Bibtex, PDF
    @inproceedings{pal-2022-parameter-efficient,
    author = {Pal, Vaishali and Kanoulas, Evangelos and de Rijke, Maarten},
    booktitle = {2nd DialDoc Workshop on Document-grounded Dialogue and Conversational Question Answering},
    date-added = {2022-03-28 17:49:11 +0200},
    date-modified = {2022-03-28 17:50:16 +0200},
    month = {May},
    publisher = {ACL},
    title = {Parameter-Efficient Abstractive Question Answering over Tables and Text},
    year = {2022}}
  • Chen Wu, Ruqing Zhang, Jiafeng Guo, Maarten de Rijke, Yixing Fan, and Xueqi Cheng. PRADA: Practical Black-Box Adversarial Attacks against Neural Ranking Models. arXiv preprint arXiv:2204.01321, April 2022. Bibtex, PDF
    @article{wu-2022-prada-arxiv,
    author = {Wu, Chen and Zhang, Ruqing and Guo, Jiafeng and de Rijke, Maarten and Fan, Yixing and Cheng, Xueqi},
    date-added = {2022-04-05 06:14:47 +0200},
    date-modified = {2022-05-05 11:06:18 +0200},
    journal = {arXiv preprint arXiv:2204.01321},
    month = {April},
    title = {{PRADA}: Practical Black-Box Adversarial Attacks against Neural Ranking Models},
    year = {2022}}
  • Yangjun Zhang, Pengjie Ren, Wentao Deng, Zhumin Chen, and Maarten de Rijke. Improving Multi-label Malevolence Detection in Dialogues through Multi-faceted Label Correlation Enhancement. In ACL 2022: 60th Annual Meeting of the Association for Computational Linguistics. ACL, May 2022. Bibtex, PDF
    @inproceedings{zhang-2022-improving,
    author = {Zhang, Yangjun and Ren, Pengjie and Deng, Wentao and Chen, Zhumin and de Rijke, Maarten},
    booktitle = {ACL 2022: 60th Annual Meeting of the Association for Computational Linguistics},
    date-added = {2022-02-24 11:39:52 +0100},
    date-modified = {2022-02-24 11:42:02 +0100},
    month = {May},
    publisher = {ACL},
    title = {Improving Multi-label Malevolence Detection in Dialogues through Multi-faceted Label Correlation Enhancement},
    year = {2022}}

New publications

Papers about to be published this month:

  • Yifan Chen, Yang Wang, Pengjie Ren, Meng Wang, and Maarten de Rijke. Bayesian Feature Interaction Selection for Factorization Machines. Artificial Intelligence, 302:103589, January 2022. Bibtex, PDF
    @article{chen-2022-bayesian,
    author = {Chen, Yifan and Wang, Yang and Ren, Pengjie and Wang, Meng and de Rijke, Maarten},
    date-added = {2020-05-09 14:15:34 +0200},
    date-modified = {2021-09-14 05:59:23 +0200},
    journal = {Artificial Intelligence},
    month = {January},
    pages = {103589},
    title = {Bayesian Feature Interaction Selection for Factorization Machines},
    volume = {302},
    year = {2022}}
  • Wanyu Chen, Pengjie Ren, Fei Cai, Fei Sun, and Maarten de Rijke. Multi-interest Diversification for End-to-end Sequential Recommendation. ACM Transactions on Information Systems, 40(1):Article 20, January 2022. Bibtex, PDF
    @article{chen-2022-multi-interest,
    author = {Chen, Wanyu and Ren, Pengjie and Cai, Fei and Sun, Fei and de Rijke, Maarten},
    date-added = {2020-12-30 19:09:27 +0100},
    date-modified = {2021-09-14 05:58:00 +0200},
    journal = {ACM Transactions on Information Systems},
    month = {January},
    number = {1},
    pages = {Article 20},
    title = {Multi-interest Diversification for End-to-end Sequential Recommendation},
    volume = {40},
    year = {2022}}
  • Jin Huang, Harrie Oosterhuis, and Maarten de Rijke. It Is Different When Items Are Older: Debiasing Recommendations When Selection Bias and User Preferences are Dynamic. In WSDM 2022: The Fifteenth International Conference on Web Search and Data Mining, page 381–289. ACM, February 2022. Bibtex, PDF
    @inproceedings{huang-2022-different,
    author = {Huang, Jin and Oosterhuis, Harrie and de Rijke, Maarten},
    booktitle = {WSDM 2022: The Fifteenth International Conference on Web Search and Data Mining},
    date-added = {2021-10-12 06:17:51 +0200},
    date-modified = {2022-02-26 10:20:25 +0100},
    month = {February},
    pages = {381--289},
    publisher = {ACM},
    title = {It Is Different When Items Are Older: Debiasing Recommendations When Selection Bias and User Preferences are Dynamic},
    year = {2022}}
  • Ana Lucic, Harrie Oosterhuis, Hinda Haned, and Maarten de Rijke. FOCUS: Flexible Optimizable Counterfactual Explanations for Tree Ensembles. In AAAI 2022: Thirty-Sixth AAAI Conference on Artificial Intelligence. AAAI, February 2022. Bibtex, PDF
    @inproceedings{lucic-2022-focus,
    author = {Lucic, Ana and Oosterhuis, Harrie and Haned, Hinda and de Rijke, Maarten},
    booktitle = {AAAI 2022: Thirty-Sixth AAAI Conference on Artificial Intelligence},
    date-added = {2021-12-01 11:40:23 +0100},
    date-modified = {2021-12-01 11:42:46 +0100},
    month = {February},
    publisher = {AAAI},
    title = {FOCUS: Flexible Optimizable Counterfactual Explanations for Tree Ensembles},
    year = {2022}}
  • Ana Lucic, Maurits Bleeker, Sami Jullien, Samarth Bhargav, and Maarten de Rijke. Reproducibility as a Mechanism for Teaching Fairness, Accountability, Confidentiality, and Transparency in Artificial Intelligence. In Twelfth AAAI Symposium on Educational Advances in Artificial Intelligence (EAAI-22). AAAI Press, February 2022. Bibtex, PDF
    @inproceedings{lucic-2022-reproducibility,
    author = {Lucic, Ana and Bleeker, Maurits and Jullien, Sami and Bhargav, Samarth and de Rijke, Maarten},
    booktitle = {Twelfth AAAI Symposium on Educational Advances in Artificial Intelligence (EAAI-22)},
    date-added = {2021-11-13 06:14:16 +0100},
    date-modified = {2021-11-13 06:16:19 +0100},
    month = {February},
    publisher = {AAAI Press},
    title = {Reproducibility as a Mechanism for Teaching Fairness, Accountability, Confidentiality, and Transparency in Artificial Intelligence},
    year = {2022}}
  • Fatemeh Sarvi, Maria Heuss, Mohammad Aliannejadi, Sebastian Schelter, and Maarten de Rijke. Understanding and Mitigating the Effect of Outliers in Fair Ranking. In WSDM 2022: The Fifteenth International Conference on Web Search and Data Mining, page 861–869. ACM, February 2022. Bibtex, PDF
    @inproceedings{sarvi-2022-understanding,
    author = {Sarvi, Fatemeh and Heuss, Maria and Aliannejadi, Mohammad and Schelter, Sebastian and de Rijke, Maarten},
    booktitle = {WSDM 2022: The Fifteenth International Conference on Web Search and Data Mining},
    date-added = {2021-10-12 06:20:17 +0200},
    date-modified = {2022-02-26 10:21:08 +0100},
    month = {February},
    pages = {861--869},
    publisher = {ACM},
    title = {Understanding and Mitigating the Effect of Outliers in Fair Ranking},
    year = {2022}}

New publications

Catching up with papers published since the last update, in July 2021:

  • Gabriel Bénédict, Vincent Koops, Daan Odijk, and Maarten de Rijke. sigmoidF1: A Smooth F1 Score Surrogate Loss for Multilabel Classification. arXiv preprint arXiv:2108.10566, August 2021. Bibtex, PDF, URL
    @article{benedict-2021-sigmoidf1-arxiv,
    author = {B{\'e}n{\'e}dict, Gabriel and Koops, Vincent and Odijk, Daan and de Rijke, Maarten},
    date-added = {2021-08-25 10:23:31 +0200},
    date-modified = {2022-05-05 11:10:13 +0200},
    journal = {arXiv preprint arXiv:2108.10566},
    month = {August},
    title = {{sigmoidF1}: A Smooth {F1} Score Surrogate Loss for Multilabel Classification},
    url = {https://arxiv.org/pdf/2108.10566},
    year = {2021},
    bdsk-url-1 = {https://arxiv.org/pdf/2108.10566}}
  • Chongming Gao, Wenqiang Lei, Xiangnan He, Maarten de Rijke, and Tat-Seng Chua. Advances and Challenges in Conversational Recommender Systems: A Survey. AI Open, 2:100–126, July 2021. Bibtex, PDF
    @article{gao-2021-advances,
    author = {Gao, Chongming and Lei, Wenqiang and He, Xiangnan and de Rijke, Maarten and Chua, Tat-Seng},
    date-added = {2021-07-25 09:14:58 +0200},
    date-modified = {2021-07-25 09:22:18 +0200},
    journal = {AI Open},
    month = {July},
    pages = {100--126},
    title = {Advances and Challenges in Conversational Recommender Systems: A Survey},
    volume = {2},
    year = {2021},
    bdsk-url-1 = {https://arxiv.org/abs/2101.09459}}
  • Ming Li, Sami Jullien, Mozhdeh Ariannezhad, and Maarten de Rijke. A Next Basket Recommendation Reality Check. arXiv preprint arXiv:2109.14233, September 2021. Bibtex, PDF, URL
    @article{li-2021-next-arxiv,
    author = {Li, Ming and Jullien, Sami and Ariannezhad, Mozhdeh and de Rijke, Maarten},
    date-added = {2021-09-30 10:15:30 +0200},
    date-modified = {2021-09-30 10:16:58 +0200},
    journal = {arXiv preprint arXiv:2109.14233},
    month = {September},
    title = {A Next Basket Recommendation Reality Check},
    url = {https://arxiv.org/pdf/2109.14233},
    year = {2021},
    bdsk-url-1 = {https://arxiv.org/pdf/2108.10566}}
  • Zhongkun Liu, Pengjie Ren, Zhumin Chen, Zhaochun Ren, Maarten de Rijke, and Ming Zhou. Learning to Ask Conversational Questions by Optimizing Levenshtein Distance. In ACL-IJCNLP 2021: The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing, August 2021. Bibtex, PDF
    @inproceedings{liu-2021-learning,
    author = {Liu, Zhongkun and Ren, Pengjie and Chen, Zhumin and Ren, Zhaochun and de Rijke, Maarten and Zhou, Ming},
    booktitle = {ACL-IJCNLP 2021: The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing},
    date-added = {2021-05-06 08:54:21 +0200},
    date-modified = {2021-05-06 08:55:39 +0200},
    month = {August},
    title = {Learning to Ask Conversational Questions by Optimizing Levenshtein Distance},
    year = {2021}}
  • Ana Lucic, Harrie Oosterhuis, Hinda Haned, and Maarten de Rijke. Flexible Interpretability through Optimizable Counterfactual Explanations for Tree Ensembles. In RAI@KDD’21: Measures and Best Practices for Responsible AI. ACM, August 2021. Bibtex
    @inproceedings{lucic-2021-flexible-kdd,
    author = {Lucic, Ana and Oosterhuis, Harrie and Haned, Hinda and de Rijke, Maarten},
    booktitle = {RAI@KDD'21: Measures and Best Practices for Responsible AI},
    date-added = {2021-07-02 07:46:30 +0200},
    date-modified = {2021-07-11 22:12:12 +0200},
    month = {August},
    publisher = {ACM},
    title = {Flexible Interpretability through Optimizable Counterfactual Explanations for Tree Ensembles},
    year = {2021}}
  • Ana Lucic, Maurits Bleeker, Sami Jullien, Samarth Bhargav, and Maarten de Rijke. Teaching Fairness, Accountability, Confidentiality, and Transparency in Artificial Intelligence through the Lens of Reproducibility. arXiv preprint arXiv:2111.00826, November 2021. Bibtex, PDF, URL
    @article{lucic-2021-teaching-arxiv,
    author = {Lucic, Ana and Bleeker, Maurits and Jullien, Sami and Bhargav, Samarth and de Rijke, Maarten},
    date-added = {2021-11-07 09:17:03 +0100},
    date-modified = {2021-11-13 07:44:52 +0100},
    journal = {arXiv preprint arXiv:2111.00826},
    month = {November},
    title = {Teaching Fairness, Accountability, Confidentiality, and Transparency in Artificial Intelligence through the Lens of Reproducibility},
    url = {https://arxiv.org/pdf/2111.00826},
    year = {2021},
    bdsk-url-1 = {https://arxiv.org/pdf/2111.00826}}
  • Ana Lucic, Maartje ter Hoeve, Gabriele Tolomei, Maarten de Rijke, and Fabrizio Silvestri. Counterfactual Explanations for Graph Neural Networks. In KDD’21 Workshop on Deep Learning on Graphs: Methods and Applications (DLG-KDD’21). ACM, August 2021. Bibtex
    @inproceedings{lucic-2021-counterfactual,
    author = {Lucic, Ana and ter Hoeve, Maartje and Tolomei, Gabriele and de Rijke, Maarten and Silvestri, Fabrizio},
    booktitle = {KDD'21 Workshop on Deep Learning on Graphs: Methods and Applications (DLG-KDD'21)},
    date-added = {2021-06-22 07:05:27 +0200},
    date-modified = {2021-06-22 07:06:41 +0200},
    month = {August},
    publisher = {ACM},
    title = {Counterfactual Explanations for Graph Neural Networks},
    year = {2021}}
  • Harrie Oosterhuis and Maarten de Rijke. Unifying Online and Counterfactual Learning to Rank: A Novel Counterfactual Estimator that Effectively Utilizes Online Interventions (Extended Abstract). In Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, IJCAI-21, page 4809–4813. International Joint Conferences on Artificial Intelligence Organization, 8 2021. Sister Conferences Best Papers Bibtex, PDF
    @inproceedings{oosterhuis-2021-unifying-ijcai2021,
    author = {Oosterhuis, Harrie and de Rijke, Maarten},
    booktitle = {Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, {IJCAI-21}},
    date-added = {2021-09-04 08:42:30 +0200},
    date-modified = {2021-09-04 08:42:30 +0200},
    month = {8},
    note = {Sister Conferences Best Papers},
    pages = {4809--4813},
    publisher = {International Joint Conferences on Artificial Intelligence Organization},
    title = {Unifying Online and Counterfactual Learning to Rank: A Novel Counterfactual Estimator that Effectively Utilizes Online Interventions (Extended Abstract)},
    year = {2021},
    bdsk-url-1 = {https://doi.org/10.24963/ijcai.2021/656}}
  • Olivier Sprangers, Sebastian Schelter, and Maarten de Rijke. Probabilistic Gradient Boosting Machines for Large-Scale Probabilistic Regression. In KDD ’21: Proceedings of the 27th Conference on Knowledge Discovery and Data Mining, page 1510–1520. ACM, August 2021. Bibtex, PDF
    @inproceedings{sprangers-2021-probabilistic,
    author = {Sprangers, Olivier and Schelter, Sebastian and de Rijke, Maarten},
    booktitle = {KDD '21: Proceedings of the 27th Conference on Knowledge Discovery and Data Mining},
    date-added = {2021-05-16 11:08:21 +0200},
    date-modified = {2021-08-13 07:57:40 +0200},
    month = {August},
    pages = {1510--1520},
    publisher = {ACM},
    title = {Probabilistic Gradient Boosting Machines for Large-Scale Probabilistic Regression},
    year = {2021}}
  • Svitlana Vakulenko, Evangelos Kanoulas, and Maarten de Rijke. A Large-Scale Analysis of Mixed Initiative in Information-Seeking Dialogues for Conversational Search. ACM Transactions on Information Systems, 39(4):Article 49, August 2021. Bibtex, PDF
    @article{vakulenko-2021-large-scale,
    author = {Vakulenko, Svitlana and Kanoulas, Evangelos and de Rijke, Maarten},
    date-added = {2020-05-29 06:56:12 +0200},
    date-modified = {2021-08-18 22:31:05 +0200},
    journal = {ACM Transactions on Information Systems},
    month = {August},
    number = {4},
    pages = {Article 49},
    title = {A Large-Scale Analysis of Mixed Initiative in Information-Seeking Dialogues for Conversational Search},
    volume = {39},
    year = {2021}}
  • Ali Vardasbi, Maarten de Rijke, and Ilya Markov. Mixture-Based Correction for Position and Trust Bias in Counterfactual Learning to Rank. In CIKM 2021: 30th ACM International Conference on Information and Knowledge Management. ACM, November 2021. Bibtex, PDF
    @inproceedings{vardasbi-2021-mixture-based,
    author = {Vardasbi, Ali and de Rijke, Maarten and Markov, Ilya},
    booktitle = {CIKM 2021: 30th ACM International Conference on Information and Knowledge Management},
    date-added = {2021-08-08 08:29:38 +0200},
    date-modified = {2021-08-10 06:36:04 +0200},
    month = {November},
    publisher = {ACM},
    title = {Mixture-Based Correction for Position and Trust Bias in Counterfactual Learning to Rank},
    year = {2021}}
  • Yangjun Zhang, Pengjie Ren, and Maarten de Rijke. A Human-machine Collaborative Framework for Evaluating Malevolence in Dialogues. In ACL-IJCNLP 2021: The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing, August 2021. Bibtex, PDF
    @inproceedings{zhang-2021-human-machine,
    author = {Zhang, Yangjun and Ren, Pengjie and de Rijke, Maarten},
    booktitle = {ACL-IJCNLP 2021: The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing},
    date-added = {2021-05-06 08:46:35 +0200},
    date-modified = {2021-05-06 08:54:14 +0200},
    month = {August},
    title = {A Human-machine Collaborative Framework for Evaluating Malevolence in Dialogues},
    year = {2021}}

Materials for tutorial on conversational recommendation

Materials to accompany the RecSys 2021 tutorial on conversational recommendation presented by Chongming Gao, Wenqiang Lei and myself are available now:

  • Slides: Chongming Gao, Wenqiang Lei, Maarten de Rijke. RecSys 2021 Tutorial on Conversational Recommendation: Formulation, Methods, and Evaluation, Fifteenth ACM Conference on Recommender Systems (RecSys 2021). PDF
  • Survey: Chongming Gao, Wenqiang Lei, Xiangnan He, Maarten de Rijke, and Tat-Seng Chua. Advances and Challenges in Conversational Recommender Systems: A Survey. AI Open, 2:100–126, July 2021. PDF

Three Assistant Professorships in AI at the University of Amsterdam

Come and join us as an assistant professor in AI in Amsterdam. We have three vacancies with deadlines in the next couple of weeks:

Feel free to contact me if you have any questions about these positions or their context at the University of Amsterdam.

Fully funded PhD position

Want to pursue a PhD? Interested in developing machine learning methods for understanding and predicting diverse aspects (such as satisfaction and engagement) of online user behavior in the context of recommender systems? Please consider applying to a fully funded vacancy we have right now in the recently launched Mercury Machine Learning Lab, a collaboration between Booking.com, Delft University of Technology, and the University of Amsterdam.

You can find out more about the new Mercury Machine Learning Lab on this page. All the details on how apply to this position (and to one of the other positions that we have in the new lab) can be found here.

The deadline for applications is August 23, 2021.

If you have any questions, or would to like know more, feel free to reach out to me.

New publications

Catching up with the new publications for this month:

  • Kenneth Goei, Mariya Hendriksen, and Maarten de Rijke. Tackling Attribute Fine-grainedness in Cross-modal Fashion Search with Multi-level Features. In SIGIR 2021 Workshop on eCommerce. ACM, July 2021. Bibtex, PDF
    @inproceedings{goei-2021-tackling,
    author = {Goei, Kenneth and Hendriksen, Mariya and de Rijke, Maarten},
    booktitle = {SIGIR 2021 Workshop on eCommerce},
    date-added = {2021-06-24 20:57:09 +0200},
    date-modified = {2021-06-24 21:00:41 +0200},
    month = {July},
    publisher = {ACM},
    title = {Tackling Attribute Fine-grainedness in Cross-modal Fashion Search with Multi-level Features},
    year = {2021}}
  • Surya Kallumadi, Tracy Holloway King, Shervin Malmasi, and Maarten de Rijke. eCom’21: The SIGIR 2021 Workshop on eCommerce. In SIGIR 2021: 44th international ACM SIGIR Conference on Research and Development in Information Retrieval, page 2685–2688. ACM, July 2021. Bibtex, PDF
    @inproceedings{kallumadi-2021-ecom,
    author = {Kallumadi, Surya and King, Tracy Holloway and Malmasi, Shervin and de Rijke, Maarten},
    booktitle = {SIGIR 2021: 44th international ACM SIGIR Conference on Research and Development in Information Retrieval},
    date-added = {2021-05-09 20:13:04 +0200},
    date-modified = {2022-05-05 11:10:27 +0200},
    month = {July},
    pages = {2685--2688},
    publisher = {ACM},
    title = {{eCom}'21: The {SIGIR} 2021 Workshop on eCommerce},
    year = {2021}}
  • Ziming Li, Julia Kiseleva, and Maarten de Rijke. Improving Response Quality with Backward-reasoning in Open-domain Dialogue Systems. In SIGIR 2021: 44th international ACM SIGIR Conference on Research and Development in Information Retrieval, page 1940–1944. ACM, July 2021. Bibtex, PDF
    @inproceedings{li-2021-improving,
    author = {Li, Ziming and Kiseleva, Julia and de Rijke, Maarten},
    booktitle = {SIGIR 2021: 44th international ACM SIGIR Conference on Research and Development in Information Retrieval},
    date-added = {2021-04-15 13:03:16 +0200},
    date-modified = {2021-07-17 10:48:55 +0200},
    month = {July},
    pages = {1940--1944},
    publisher = {ACM},
    title = {Improving Response Quality with Backward-reasoning in Open-domain Dialogue Systems},
    year = {2021}}
  • Xiangsheng Li, Maarten de Rijke, Yiqun Liu, Jiaxin Mao, Weizhi Ma, Min Zhang, and Shaoping Ma. Investigating Session Search Behavior with Knowledge Graphs. In SIGIR 2021: 44th international ACM SIGIR Conference on Research and Development in Information Retrieval, page 1708–1712. ACM, July 2021. Bibtex, PDF
    @inproceedings{li-2021-investigating,
    author = {Li, Xiangsheng and de Rijke, Maarten and Liu, Yiqun and Mao, Jiaxin and Ma, Weizhi and Zhang, Min and Ma, Shaoping},
    booktitle = {SIGIR 2021: 44th international ACM SIGIR Conference on Research and Development in Information Retrieval},
    date-added = {2021-04-15 13:05:17 +0200},
    date-modified = {2021-07-17 10:48:36 +0200},
    month = {July},
    pages = {1708--1712},
    publisher = {ACM},
    title = {Investigating Session Search Behavior with Knowledge Graphs},
    year = {2021}}
  • Dongdong Li, Zhaochun Ren, Pengjie Ren, Zhumin Chen, Miao Fan, Jun Ma, and Maarten de Rijke. Semi-supervised Variational Reasoning for Medical Dialogue Generation. In SIGIR 2021: 44th international ACM SIGIR Conference on Research and Development in Information Retrieval, page 544–554. ACM, July 2021. Bibtex, PDF
    @inproceedings{li-2021-semi-supservised,
    author = {Li, Dongdong and Ren, Zhaochun and Ren, Pengjie and Chen, Zhumin and Fan, Miao and Ma, Jun and de Rijke, Maarten},
    booktitle = {SIGIR 2021: 44th international ACM SIGIR Conference on Research and Development in Information Retrieval},
    date-added = {2021-04-14 16:58:50 +0200},
    date-modified = {2021-07-17 10:48:18 +0200},
    month = {July},
    pages = {544--554},
    publisher = {ACM},
    title = {Semi-supervised Variational Reasoning for Medical Dialogue Generation},
    year = {2021}}
  • Hongyu Lu, Weizhi Ma, Min Zhang, Maarten de Rijke, Yiqun Liu, and Shaoping Ma. Standing in Your Shoes: External Assessments for Personalized Recommender Systems. In SIGIR 2021: 44th international ACM SIGIR Conference on Research and Development in Information Retrieval, page 1523–1533. ACM, July 2021. Bibtex, PDF
    @inproceedings{lu-2021-standing,
    author = {Lu, Hongyu and Ma, Weizhi and Zhang, Min and de Rijke, Maarten and Liu, Yiqun and Ma, Shaoping},
    booktitle = {SIGIR 2021: 44th international ACM SIGIR Conference on Research and Development in Information Retrieval},
    date-added = {2021-04-14 16:52:40 +0200},
    date-modified = {2021-07-17 10:49:08 +0200},
    month = {July},
    pages = {1523--1533},
    publisher = {ACM},
    title = {Standing in Your Shoes: External Assessments for Personalized Recommender Systems},
    year = {2021}}
  • Ana Lucic, Harrie Oosterhuis, Hinda Haned, and Maarten de Rijke. Flexible Interpretability through Optimizable Counterfactual Explanations for Tree Ensembles. In ICML 2021 Workshop on Socially Responsible Machine Learning, July 2021. Bibtex
    @inproceedings{lucic-2021-flexible-icml,
    author = {Lucic, Ana and Oosterhuis, Harrie and Haned, Hinda and de Rijke, Maarten},
    booktitle = {ICML 2021 Workshop on Socially Responsible Machine Learning},
    date-added = {2021-07-11 22:10:12 +0200},
    date-modified = {2021-07-11 22:11:56 +0200},
    month = {July},
    title = {Flexible Interpretability through Optimizable Counterfactual Explanations for Tree Ensembles},
    year = {2021}}
  • Chuan Meng, Pengjie Ren, Zhumin Chen, Zhaochun Ren, Tengxiao Xi, and Maarten de Rijke. Initiative-Aware Self-Supervised Learning for Knowledge-Grounded Conversations. In SIGIR 2021: 44th international ACM SIGIR Conference on Research and Development in Information Retrieval, page 522–532. ACM, July 2021. Bibtex, PDF
    @inproceedings{meng-2021-initiative-aware,
    author = {Meng, Chuan and Ren, Pengjie and Chen, Zhumin and Ren, Zhaochun and Xi, Tengxiao and de Rijke, Maarten},
    booktitle = {SIGIR 2021: 44th international ACM SIGIR Conference on Research and Development in Information Retrieval},
    date-added = {2021-04-14 16:49:08 +0200},
    date-modified = {2021-07-17 10:49:25 +0200},
    month = {July},
    pages = {522--532},
    publisher = {ACM},
    title = {Initiative-Aware Self-Supervised Learning for Knowledge-Grounded Conversations},
    year = {2021}}
  • Pengjie Ren, Zhongkun Liu, Xiaomeng Song, Hongtao Tian, Zhumin Chen, Zhaochun Ren, and Maarten de Rijke. Wizard of Search Engine: Access to Information Through Conversations with Search Engines. In SIGIR 2021: 44th international ACM SIGIR Conference on Research and Development in Information Retrieval, page 533–543. ACM, July 2021. Bibtex, PDF
    @inproceedings{ren-2021-wizard,
    author = {Ren, Pengjie and Liu, Zhongkun and Song, Xiaomeng and Tian, Hongtao and Chen, Zhumin and Ren, Zhaochun and de Rijke, Maarten},
    booktitle = {SIGIR 2021: 44th international ACM SIGIR Conference on Research and Development in Information Retrieval},
    date-added = {2021-04-14 16:50:57 +0200},
    date-modified = {2021-07-17 10:49:41 +0200},
    month = {July},
    pages = {533--543},
    publisher = {ACM},
    title = {Wizard of Search Engine: Access to Information Through Conversations with Search Engines},
    year = {2021}}
  • Anna Sepliarskaia, Sahika Genc, and Maarten de Rijke. A Deep Reinforcement Learning-Based Approach to Query-Free Interactive Target Item Retrieval. In SIGIR 2021 Workshop on eCommerce, ACM, July 2021. Bibtex, PDF
    @inproceedings{sepliarskaia-2021-deep,
    address = {ACM},
    author = {Sepliarskaia, Anna and Genc, Sahika and de Rijke, Maarten},
    booktitle = {SIGIR 2021 Workshop on eCommerce},
    date-added = {2021-06-24 20:57:03 +0200},
    date-modified = {2021-06-24 21:00:37 +0200},
    month = {July},
    title = {A Deep Reinforcement Learning-Based Approach to Query-Free Interactive Target Item Retrieval},
    year = {2021}}
  • Anna Sepliarskaia, Julia Kiseleva, and Maarten de Rijke. How Not to Measure Disentanglement. In ICML Workshop on Theoretic Foundation, Criticism, and Application Trend of Explainable AI, July 2021. Bibtex, PDF
    @inproceedings{sepliarskaia-2021-how,
    author = {Sepliarskaia, Anna and Kiseleva, Julia and de Rijke, Maarten},
    booktitle = {ICML Workshop on Theoretic Foundation, Criticism, and Application Trend of Explainable AI},
    date-added = {2021-06-18 07:13:54 +0200},
    date-modified = {2021-06-24 21:13:49 +0200},
    month = {July},
    title = {How Not to Measure Disentanglement},
    year = {2021}}
  • Weiwei Sun, Shuo Zhang, Krisztian Balog, Zhaochun Ren, Pengjie Ren, Zhumin Chen, and Maarten de Rijke. Simulating User Satisfaction for the Evaluation of Task-oriented Dialogue Systems. In SIGIR 2021: 44th international ACM SIGIR Conference on Research and Development in Information Retrieval, page 2499–2506. ACM, July 2021. Bibtex, PDF
    @inproceedings{sun-2021-simulating,
    author = {Sun, Weiwei and Zhang, Shuo and Balog, Krisztian and Ren, Zhaochun and Ren, Pengjie and Chen, Zhumin and de Rijke, Maarten},
    booktitle = {SIGIR 2021: 44th international ACM SIGIR Conference on Research and Development in Information Retrieval},
    date-added = {2021-04-14 05:52:21 +0200},
    date-modified = {2021-07-17 10:43:22 +0200},
    month = {July},
    pages = {2499--2506},
    publisher = {ACM},
    title = {Simulating User Satisfaction for the Evaluation of Task-oriented Dialogue Systems},
    year = {2021}}
  • Weiwei Sun, Chuan Meng, Qi Meng, Zhaochun Ren, Pengjie Ren, Zhumin Chen, and Maarten de Rijke. Conversations Powered by Cross-Lingual Knowledge. In SIGIR 2021: 44th international ACM SIGIR Conference on Research and Development in Information Retrieval, page 1442–1451. ACM, July 2021. Bibtex, PDF
    @inproceedings{sun-2021-conversations,
    author = {Sun, Weiwei and Meng, Chuan and Meng, Qi and Ren, Zhaochun and Ren, Pengjie and Chen, Zhumin and de Rijke, Maarten},
    booktitle = {SIGIR 2021: 44th international ACM SIGIR Conference on Research and Development in Information Retrieval},
    date-added = {2021-04-14 16:52:48 +0200},
    date-modified = {2021-07-17 10:50:00 +0200},
    month = {July},
    pages = {1442--1451},
    publisher = {ACM},
    title = {Conversations Powered by Cross-Lingual Knowledge},
    year = {2021}}
  • Nikos Voskarides, Edgar Meij, Sabrina Sauer, and Maarten de Rijke. News Article Retrieval in Context for Event-centric Narrative Creation. In ICTIR 2021: ACM SIGIR International Conference on the Theory of Information Retrieval, page 103–112. ACM, July 2021. Bibtex, PDF
    @inproceedings{voskarides-2021-news,
    author = {Voskarides, Nikos and Meij, Edgar and Sauer, Sabrina and de Rijke, Maarten},
    booktitle = {ICTIR 2021: ACM SIGIR International Conference on the Theory of Information Retrieval},
    date-added = {2021-06-15 08:58:38 +0200},
    date-modified = {2021-09-08 17:13:44 +0200},
    month = {July},
    pages = {103--112},
    publisher = {ACM},
    title = {News Article Retrieval in Context for Event-centric Narrative Creation},
    year = {2021}}
  • Zihan Wang, Hongye Song, Zhaochun Ren, Pengjie Ren, Zhumin Chen, Xiaozhong Liu, Hongsong Li, and Maarten de Rijke. Cross-Domain Contract Element Extraction with a Bi-directional Feedback Clause-Element Relation Network. In SIGIR 2021: 44th international ACM SIGIR Conference on Research and Development in Information Retrieval, page 1003–1012. ACM, July 2021. Bibtex, PDF
    @inproceedings{wang-2021-cross-domain,
    author = {Wang, Zihan and Song, Hongye and Ren, Zhaochun and Ren, Pengjie and Chen, Zhumin and Liu, Xiaozhong and Li, Hongsong and de Rijke, Maarten},
    booktitle = {SIGIR 2021: 44th international ACM SIGIR Conference on Research and Development in Information Retrieval},
    date-added = {2021-04-14 16:52:59 +0200},
    date-modified = {2021-07-17 10:50:43 +0200},
    month = {July},
    pages = {1003--1012},
    publisher = {ACM},
    title = {Cross-Domain Contract Element Extraction with a Bi-directional Feedback Clause-Element Relation Network},
    year = {2021}}

New publications

Catching up again with recent and upcoming publications:

  • Ana Lucic, Madhulika Srikumar, Umang Bhatt, Alice Xiang, Ankur Taly, Q.~Vera Liao, and Maarten de Rijke. A Multistakeholder Approach Towards Evaluating AI Transparency Mechanisms. In ACM CHI Workshop on Operationalizing Human-Centered Perspectives in Explainable AI. ACM, May 2021. Bibtex, PDF
    @inproceedings{lucic-2021-multistakeholder,
    author = {Lucic, Ana and Srikumar, Madhulika and Bhatt, Umang and Xiang, Alice and Taly, Ankur and Liao, Q.~Vera and de Rijke, Maarten},
    booktitle = {ACM CHI Workshop on Operationalizing Human-Centered Perspectives in Explainable AI},
    date-added = {2021-03-15 21:48:20 +0100},
    date-modified = {2021-03-15 21:58:01 +0100},
    month = {May},
    publisher = {ACM},
    title = {A Multistakeholder Approach Towards Evaluating AI Transparency Mechanisms},
    year = {2021}}
  • Yangjun Zhang, Pengjie Ren, and Maarten de Rijke. A Taxonomy, Dataset and Benchmark for Detecting and Classifying Malevolent Dialogue Responses. Journal of the Association for Information Science and Technology, 72(12):1477–1497, December 2021. Bibtex, PDF
    @article{zhang-2021-taxonomy,
    author = {Zhang, Yangjun and Ren, Pengjie and de Rijke, Maarten},
    date-added = {2020-08-17 06:47:59 +0200},
    date-modified = {2021-11-08 21:50:59 +0100},
    journal = {Journal of the Association for Information Science and Technology},
    month = {December},
    number = {12},
    pages = {1477--1497},
    title = {A Taxonomy, Dataset and Benchmark for Detecting and Classifying Malevolent Dialogue Responses},
    volume = {72},
    year = {2021}}

New publications

Catching up again with recent and upcoming publications:

  • Qiannan Cheng, Zhaochun Ren, Yujie Lin, Pengjie Ren, Zhumin Chen, Xiangyuan Liu, and Maarten de Rijke. Long Short-Term Session Search with Joint Document Reranking and Next Query Prediction. In The Web Conference 2021. ACM, April 2021. Bibtex, PDF
    @inproceedings{cheng-2021-long,
    author = {Cheng, Qiannan and Ren, Zhaochun and Lin, Yujie and Ren, Pengjie and Chen, Zhumin and Liu, Xiangyuan and de Rijke, Maarten},
    booktitle = {The Web Conference 2021},
    date-added = {2021-01-15 20:42:20 +0100},
    date-modified = {2021-03-13 22:16:36 +0100},
    month = {April},
    publisher = {ACM},
    title = {Long Short-Term Session Search with Joint Document Reranking and Next Query Prediction},
    year = {2021}}
  • Ana Lucic, Madhulika Srikumar, Umang Bhatt, Alice Xiang, Ankur Taly, Vera Q. Liao, and Maarten de Rijke. A Multistakeholder Approach Towards Evaluating AI Transparency Mechanisms. arXiv preprint arXiv:2103.14976, March 2021. Bibtex, PDF, URL
    @article{lucic-2021-multistakeholder-arxiv,
    author = {Lucic, Ana and Srikumar, Madhulika and Bhatt, Umang and Xiang, Alice and Taly, Ankur and Liao, Q. Vera and de Rijke, Maarten},
    date-added = {2021-04-04 09:45:06 +0200},
    date-modified = {2021-04-04 09:48:22 +0200},
    journal = {arXiv preprint arXiv:2103.14976},
    month = {March},
    title = {A Multistakeholder Approach Towards Evaluating AI Transparency Mechanisms},
    url = {https://arxiv.org/pdf/2103.14976},
    year = {2021},
    bdsk-url-1 = {https://arxiv.org/pdf/2103.14976}}
  • Harrie Oosterhuis and Maarten de Rijke. Robust Generalization and Safe Query-Specialization in Counterfactual Learning to Rank. In The Web Conference 2021. ACM, April 2021. Bibtex, PDF
    @inproceedings{oosterhuis-2021-robust,
    author = {Oosterhuis, Harrie and de Rijke, Maarten},
    booktitle = {The Web Conference 2021},
    date-added = {2021-01-15 20:44:01 +0100},
    date-modified = {2021-01-15 20:44:33 +0100},
    month = {April},
    publisher = {ACM},
    title = {Robust Generalization and Safe Query-Specialization in Counterfactual Learning to Rank},
    year = {2021}}
  • Jiahuan Pei, Pengjie Ren, and Maarten de Rijke. A Cooperative Memory Network for Personalized Task-oriented Dialogue Systems with Incomplete User Profiles. In The Web Conference 2021. ACM, April 2021. Bibtex, PDF
    @inproceedings{pei-2021-cooperative,
    author = {Pei, Jiahuan and Ren, Pengjie and de Rijke, Maarten},
    booktitle = {The Web Conference 2021},
    date-added = {2021-01-15 20:40:35 +0100},
    date-modified = {2021-01-15 20:42:07 +0100},
    month = {April},
    publisher = {ACM},
    title = {A Cooperative Memory Network for Personalized Task-oriented Dialogue Systems with Incomplete User Profiles},
    year = {2021}}

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