...Ishwor Thapa; Sufyan Ghani Nano-silica ( NS ) has emerged as a promising sustainable stabiliser for improving the mechanical performance of fine-grained soils; however, existing studies predominantly rely on empirical correlations without causal understanding or uncertainty quantification...