José Ignacio Huertas, Luisa Fernanda Chaparro Sierra
{"title":"Profiling Urban Mobility Patterns with High Spatial and Temporal Resolution: A Deep Dive into Cellphone Geo-position Data","authors":"José Ignacio Huertas, Luisa Fernanda Chaparro Sierra","doi":"10.1145/3616855.3636504","DOIUrl":"https://doi.org/10.1145/3616855.3636504","url":null,"abstract":"","PeriodicalId":517585,"journal":{"name":"Proceedings of the 17th ACM International Conference on Web Search and Data Mining","volume":"46 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140286113","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Tyler Derr, Yao Ma, Kaize Ding, Tong Zhao, Nesreen K. Ahmed
{"title":"The 5th International Workshop on Machine Learning on Graphs (MLoG)","authors":"Tyler Derr, Yao Ma, Kaize Ding, Tong Zhao, Nesreen K. Ahmed","doi":"10.1145/3616855.3635725","DOIUrl":"https://doi.org/10.1145/3616855.3635725","url":null,"abstract":"","PeriodicalId":517585,"journal":{"name":"Proceedings of the 17th ACM International Conference on Web Search and Data Mining","volume":"59 2","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140285646","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"An Interpretable Brain Graph Contrastive Learning Framework for Brain Disorder Analysis","authors":"Xuexiong Luo, Guangwei Dong, Jia Wu, A. Beheshti, Jian Yang, Shan Xue","doi":"10.1145/3616855.3635695","DOIUrl":"https://doi.org/10.1145/3616855.3635695","url":null,"abstract":"","PeriodicalId":517585,"journal":{"name":"Proceedings of the 17th ACM International Conference on Web Search and Data Mining","volume":"14 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140285663","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
S. Farfade, Sachin Vernekar, Vineet Chaoji, Rajdeep Mukherjee
Products on e-commerce websites are usually organized based on seller-provided product attributes. Customers looking for a product typically have certain needs or product use-cases in mind, for e.g., a headphone for gym classes, or a printer for a small business. However, they often struggle to map these use-cases to product attributes and subsequently fail to find the product they need. In this talk, we present a use-case based shopping (UBS) ML system that facilitates use-case based customer experiences (CXs). The UBS system recommends dominant product use-cases to customers along with most relevant products for those use-cases. Use-cases and their definitions vary across product categories and market-places (MPs). This makes training supervised models for thousands of e-commerce categories and multiple MPs infeasible by collecting large amount training data needed to train these models. In this talk, we present our work on scaling the UBS model by instruction tuning an LLM for our task.
{"title":"Scaling Use-case Based Shopping using LLMs","authors":"S. Farfade, Sachin Vernekar, Vineet Chaoji, Rajdeep Mukherjee","doi":"10.1145/3616855.3635748","DOIUrl":"https://doi.org/10.1145/3616855.3635748","url":null,"abstract":"Products on e-commerce websites are usually organized based on seller-provided product attributes. Customers looking for a product typically have certain needs or product use-cases in mind, for e.g., a headphone for gym classes, or a printer for a small business. However, they often struggle to map these use-cases to product attributes and subsequently fail to find the product they need. In this talk, we present a use-case based shopping (UBS) ML system that facilitates use-case based customer experiences (CXs). The UBS system recommends dominant product use-cases to customers along with most relevant products for those use-cases. Use-cases and their definitions vary across product categories and market-places (MPs). This makes training supervised models for thousands of e-commerce categories and multiple MPs infeasible by collecting large amount training data needed to train these models. In this talk, we present our work on scaling the UBS model by instruction tuning an LLM for our task.","PeriodicalId":517585,"journal":{"name":"Proceedings of the 17th ACM International Conference on Web Search and Data Mining","volume":"104 3","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140286059","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Lluís Garcia-Pueyo, Symeon Papadopoulos, Prathyusha Senthil Kumar, A. Gionis, Panayiotis Tsaparas, Vasilis Verroios, Giuseppe Manco, Anton Andryeyev, Stefano Cresci, T. Sellis, Anthony McCosker
{"title":"Integrity 2024: Integrity in Social Networks and Media","authors":"Lluís Garcia-Pueyo, Symeon Papadopoulos, Prathyusha Senthil Kumar, A. Gionis, Panayiotis Tsaparas, Vasilis Verroios, Giuseppe Manco, Anton Andryeyev, Stefano Cresci, T. Sellis, Anthony McCosker","doi":"10.1145/3616855.3635721","DOIUrl":"https://doi.org/10.1145/3616855.3635721","url":null,"abstract":"","PeriodicalId":517585,"journal":{"name":"Proceedings of the 17th ACM International Conference on Web Search and Data Mining","volume":"19 9","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140286079","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"C²DR: Robust Cross-Domain Recommendation based on Causal Disentanglement","authors":"Menglin Kong, Jia Wang, Yushan Pan, Haiyang Zhang, Muzhou Hou","doi":"10.1145/3616855.3635809","DOIUrl":"https://doi.org/10.1145/3616855.3635809","url":null,"abstract":"","PeriodicalId":517585,"journal":{"name":"Proceedings of the 17th ACM International Conference on Web Search and Data Mining","volume":"76 12","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140286094","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Markus Schedl, Marta Moscati, Bruno Sguerra, Romain Hennequin, Elisabeth Lex
{"title":"Psychology-informed Information Access Systems Workshop","authors":"Markus Schedl, Marta Moscati, Bruno Sguerra, Romain Hennequin, Elisabeth Lex","doi":"10.1145/3616855.3635722","DOIUrl":"https://doi.org/10.1145/3616855.3635722","url":null,"abstract":"","PeriodicalId":517585,"journal":{"name":"Proceedings of the 17th ACM International Conference on Web Search and Data Mining","volume":"20 5","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140285658","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"NeuralReconciler for Hierarchical Time Series Forecasting","authors":"Shiyu Wang","doi":"10.1145/3616855.3635806","DOIUrl":"https://doi.org/10.1145/3616855.3635806","url":null,"abstract":"","PeriodicalId":517585,"journal":{"name":"Proceedings of the 17th ACM International Conference on Web Search and Data Mining","volume":"68 10","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140286100","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Using Causal Inference to Solve Uncertainty Issues in Dataset Shift","authors":"Shuang Song, Muhammad Syafiq Bin Mohd Pozi","doi":"10.1145/3616855.3635732","DOIUrl":"https://doi.org/10.1145/3616855.3635732","url":null,"abstract":"","PeriodicalId":517585,"journal":{"name":"Proceedings of the 17th ACM International Conference on Web Search and Data Mining","volume":"122 3","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140286054","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Diff-MSR: A Diffusion Model Enhanced Paradigm for Cold-Start Multi-Scenario Recommendation","authors":"Yuhao Wang, Ziru Liu, Yichao Wang, Xiangyu Zhao, Bo Chen, Huifeng Guo, Ruiming Tang","doi":"10.1145/3616855.3635807","DOIUrl":"https://doi.org/10.1145/3616855.3635807","url":null,"abstract":"","PeriodicalId":517585,"journal":{"name":"Proceedings of the 17th ACM International Conference on Web Search and Data Mining","volume":"106 2","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140286058","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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