Smart Timing for Mining: A Deep Learning Framework for Bitcoin Hardware ROI Prediction

ArXi:2512.05402v2 Announce Type: replace-cross Bitcoin mining hardware acquisition requires strategic timing due to volatile markets, rapid technological obsolescence, and protocol-driven revenue cycles. Despite mining's evolution into a capital-intensive industry, there is little guidance on when to purchase new Application-Specific Integrated Circuit (ASIC) hardware, and no prior computational frameworks address this decision problem.