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1These authors contributed equally.2Corresponding author.Mirza Raquib: Department of Computer and Communication Engineering, International Islamic University Chittagong, Chattogram, Bangladesh; Department of Information and Communication Engineering, Noakhali Science and Technology University, Noakhali, Bangladesh. Email: mirzaraquib@iiuc.ac.bdAsif Pervez Polok: mPower Social Enterprise. Email: asifpolok.research@gmail.comKedar Nath Biswas: Department of Information and Communication Engineering, Noakhali Science and Technology University, Noakhali, Bangladesh. Email: kedarnathbiswas06@gmail.comRahat Uddin Azad: Department of Software Engineering, Daffodil International University, Bangladesh. Email: rahatuddin786@gmail.comSaydul Akbar Murad: School of Computing Sciences and Computer Engineering, University of Southern Mississippi, Hattiesburg, MS, USA. Email: saydulakbar.murad@usm.eduNick Rahimi: School of Computing Sciences and Computer Engineering, University of Southern Mississippi, Hattiesburg, MS, USA. Email: nick.rahimi@usm.edu
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Hyperbolic GNNs on Bitcoin transaction networks need careful tuning of learning rate and curvature to stabilize high-dimensional embeddings, a factor often overlooked.