Machine learning models, while very powerful, have their operation obfuscated behind millions of parameters. This obfuscation can make deriving a human meaningful process from a machine learning model very difficult. However, while the intermediate states of a machine learning model are similarly obfuscated, using probing, we can start to explore looking at possible structure in those intermediate states. Large language models are a prime example of this obfuscation, and probing can begin to allow novel experimentation to be performed.
{"title":"Probing as a Technique to Understand Abstract Spaces","authors":"Ashlen A. Plasek","doi":"10.61366/2576-2176.1126","DOIUrl":"https://doi.org/10.61366/2576-2176.1126","url":null,"abstract":"Machine learning models, while very powerful, have their operation obfuscated behind millions of parameters. This obfuscation can make deriving a human meaningful process from a machine learning model very difficult. However, while the intermediate states of a machine learning model are similarly obfuscated, using probing, we can start to explore looking at possible structure in those intermediate states. Large language models are a prime example of this obfuscation, and probing can begin to allow novel experimentation to be performed.","PeriodicalId":113813,"journal":{"name":"Scholarly Horizons: University of Minnesota, Morris Undergraduate Journal","volume":"12 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-06-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123975602","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":"“It Ain't Right and It Ain't Natural”: Climate Change in Anaïs Mitchell’s Hadestown","authors":"Dean Schmit","doi":"10.61366/2576-2176.1130","DOIUrl":"https://doi.org/10.61366/2576-2176.1130","url":null,"abstract":"","PeriodicalId":113813,"journal":{"name":"Scholarly Horizons: University of Minnesota, Morris Undergraduate Journal","volume":"18 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-06-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115294509","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}
Autonomous vehicles utilizing LiDAR-based 3D perception systems are susceptible to adversarial attacks. This paper focuses on a specific attack scenario that relies on the creation of adversarial point clusters with the intention of fooling the segmentation model utilized by LiDAR into misclassi-fying point cloud data. This can be translated into the real world with the placement of objects (such as road signs or cardboard) at these adversarial point cluster locations. These locations are generated through an optimization algorithm performed on said adversarial point clusters that are introduced by the attacker.
{"title":"LiDAR Segmentation-based Adversarial Attacks on Autonomous Vehicles","authors":"Blake Johnson","doi":"10.61366/2576-2176.1128","DOIUrl":"https://doi.org/10.61366/2576-2176.1128","url":null,"abstract":"Autonomous vehicles utilizing LiDAR-based 3D perception systems are susceptible to adversarial attacks. This paper focuses on a specific attack scenario that relies on the creation of adversarial point clusters with the intention of fooling the segmentation model utilized by LiDAR into misclassi-fying point cloud data. This can be translated into the real world with the placement of objects (such as road signs or cardboard) at these adversarial point cluster locations. These locations are generated through an optimization algorithm performed on said adversarial point clusters that are introduced by the attacker.","PeriodicalId":113813,"journal":{"name":"Scholarly Horizons: University of Minnesota, Morris Undergraduate Journal","volume":"18 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-06-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125553937","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":"Multipath TCP, and New Packet Scheduling Method","authors":"Cole N. Maxwell","doi":"10.61366/2576-2176.1119","DOIUrl":"https://doi.org/10.61366/2576-2176.1119","url":null,"abstract":"","PeriodicalId":113813,"journal":{"name":"Scholarly Horizons: University of Minnesota, Morris Undergraduate Journal","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130646521","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":"Public Participation in the Vineyard Wind Project","authors":"Jude Humphrey","doi":"10.61366/2576-2176.1122","DOIUrl":"https://doi.org/10.61366/2576-2176.1122","url":null,"abstract":"","PeriodicalId":113813,"journal":{"name":"Scholarly Horizons: University of Minnesota, Morris Undergraduate Journal","volume":"105 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116060906","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":"Diversity in Morris with Social Media","authors":"Trey Rockey, Breckin Silvain","doi":"10.61366/2576-2176.1117","DOIUrl":"https://doi.org/10.61366/2576-2176.1117","url":null,"abstract":"","PeriodicalId":113813,"journal":{"name":"Scholarly Horizons: University of Minnesota, Morris Undergraduate Journal","volume":"56 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122713243","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}
Recommended Citation Berthiaume, Cameron; Kidambi, Sanjana; and Schoenberger, Madelyn (2023) "Increased Light Exposure Decreases Lichen Abundance on Linden Trees in the Prairie Grassland Biome of West Central Minnesota," Scholarly Horizons: University of Minnesota, Morris Undergraduate Journal: Vol. 10: Iss. 1, Article 1. DOI: https://doi.org/10.61366/2576-2176.1121 Available at: https://digitalcommons.morris.umn.edu/horizons/vol10/iss1/1
{"title":"Increased Light Exposure Decreases Lichen Abundance on Linden Trees in the Prairie Grassland Biome of West Central Minnesota","authors":"Cameron Berthiaume, Sanjana Kidambi, Madelyn Schoenberger","doi":"10.61366/2576-2176.1121","DOIUrl":"https://doi.org/10.61366/2576-2176.1121","url":null,"abstract":"Recommended Citation Berthiaume, Cameron; Kidambi, Sanjana; and Schoenberger, Madelyn (2023) \"Increased Light Exposure Decreases Lichen Abundance on Linden Trees in the Prairie Grassland Biome of West Central Minnesota,\" Scholarly Horizons: University of Minnesota, Morris Undergraduate Journal: Vol. 10: Iss. 1, Article 1. DOI: https://doi.org/10.61366/2576-2176.1121 Available at: https://digitalcommons.morris.umn.edu/horizons/vol10/iss1/1","PeriodicalId":113813,"journal":{"name":"Scholarly Horizons: University of Minnesota, Morris Undergraduate Journal","volume":"35 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127603387","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":"Applications of Generative Adversarial Networks in Single Image Datasets","authors":"D. Cramer","doi":"10.61366/2576-2176.1118","DOIUrl":"https://doi.org/10.61366/2576-2176.1118","url":null,"abstract":"","PeriodicalId":113813,"journal":{"name":"Scholarly Horizons: University of Minnesota, Morris Undergraduate Journal","volume":"111 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124049677","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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