{"title":"Poster: A Memory Efficient Parameter-free Time-series Classification via gzip","authors":"Kichang Lee, Sungmin Lee, JeongGil Ko","doi":"10.1145/3643832.3661424","DOIUrl":"https://doi.org/10.1145/3643832.3661424","url":null,"abstract":"","PeriodicalId":358835,"journal":{"name":"ACM SIGMOBILE International Conference on Mobile Systems, Applications, and Services","volume":"25 20","pages":"690-691"},"PeriodicalIF":0.0,"publicationDate":"2024-06-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141270635","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}
Yue Zhang, Shangjie Du, Jiqing Wen, R. Likamwa, Shiwei Fang, Shijia Pan
{"title":"Poster: PrivaSee: Augmented Reality-Enabled Privacy Perception Visualization for Internet of Things","authors":"Yue Zhang, Shangjie Du, Jiqing Wen, R. Likamwa, Shiwei Fang, Shijia Pan","doi":"10.1145/3643832.3661426","DOIUrl":"https://doi.org/10.1145/3643832.3661426","url":null,"abstract":"","PeriodicalId":358835,"journal":{"name":"ACM SIGMOBILE International Conference on Mobile Systems, Applications, and Services","volume":"5 11","pages":"694-695"},"PeriodicalIF":0.0,"publicationDate":"2024-06-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141271152","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}
Ayaka Kondo, Takumi Karasawa, Kaho Cho, Shuri Marui, Akira Tsuge, T. Okoshi, Jin Nakazawa
{"title":"Poster: Heatstroke Risk Estimation by Environmental Sensing and Vital Data Analysis","authors":"Ayaka Kondo, Takumi Karasawa, Kaho Cho, Shuri Marui, Akira Tsuge, T. Okoshi, Jin Nakazawa","doi":"10.1145/3643832.3661399","DOIUrl":"https://doi.org/10.1145/3643832.3661399","url":null,"abstract":"","PeriodicalId":358835,"journal":{"name":"ACM SIGMOBILE International Conference on Mobile Systems, Applications, and Services","volume":"27 3","pages":"642-643"},"PeriodicalIF":0.0,"publicationDate":"2024-06-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141272490","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}
Mohammad Mehdi Rastikerdar, Jin Huang, Shiwei Fang, Hui Guan, Deepak Ganesan
{"title":"CACTUS: Dynamically Switchable Context-aware micro-Classifiers for Efficient IoT Inference","authors":"Mohammad Mehdi Rastikerdar, Jin Huang, Shiwei Fang, Hui Guan, Deepak Ganesan","doi":"10.1145/3643832.3661888","DOIUrl":"https://doi.org/10.1145/3643832.3661888","url":null,"abstract":"While existing strategies to execute deep learning-based classification on low-power platforms assume the models are trained on all classes of interest, this paper posits that adopting context-awareness i.e. narrowing down a classification task to the current deployment context consisting of only recent inference queries can substantially enhance performance in resource-constrained environments. We propose a new paradigm, CACTUS , for scalable and efficient context-aware classification where a micro-classifier recognizes a small set of classes relevant to the current context and, when context change happens (e.g., a new class comes into the scene), rapidly switches to another suitable micro-classifier. CAC-TUS features several innovations, including optimizing the training cost of context-aware classifiers, enabling on-the-fly context-aware switching between classifiers, and balancing context switching costs and performance gains via simple yet effective switching policies. We show that CACTUS achieves significant benefits in accuracy, latency, and compute budget across a range of datasets and IoT platforms.","PeriodicalId":358835,"journal":{"name":"ACM SIGMOBILE International Conference on Mobile Systems, Applications, and Services","volume":"64 5","pages":"505-518"},"PeriodicalIF":0.0,"publicationDate":"2024-06-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141268515","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":"Poster: Class-Balanced Exemplar Memory Selection for Class-Incremental Semantic Segmentation","authors":"Hirono Kawashima, T. Okoshi, Jin Nakazawa","doi":"10.1145/3643832.3661400","DOIUrl":"https://doi.org/10.1145/3643832.3661400","url":null,"abstract":"","PeriodicalId":358835,"journal":{"name":"ACM SIGMOBILE International Conference on Mobile Systems, Applications, and Services","volume":"27 1","pages":"644-645"},"PeriodicalIF":0.0,"publicationDate":"2024-06-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141269249","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":"Exploiting pervasive leaked EM signals for communication, charging and sensing","authors":"Minhao Cui","doi":"10.1145/3643832.3661390","DOIUrl":"https://doi.org/10.1145/3643832.3661390","url":null,"abstract":"","PeriodicalId":358835,"journal":{"name":"ACM SIGMOBILE International Conference on Mobile Systems, Applications, and Services","volume":"22 3","pages":"760-761"},"PeriodicalIF":0.0,"publicationDate":"2024-06-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141269488","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":"Poster: Hybrid Detection Mechanism for Spoofing Attacks in Bluetooth Low Energy Networks","authors":"Hanlin Cai, Yuchen Fang, Jiacheng Huang, Meng Yuan, Zhezhuang Xu","doi":"10.1145/3643832.3661434","DOIUrl":"https://doi.org/10.1145/3643832.3661434","url":null,"abstract":"","PeriodicalId":358835,"journal":{"name":"ACM SIGMOBILE International Conference on Mobile Systems, Applications, and Services","volume":"48 38","pages":"710-711"},"PeriodicalIF":0.0,"publicationDate":"2024-06-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141269843","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}