Few-step unfiltered teacher continuations at learner-induced contexts cost-efficiently outperform pure behavioral cloning and filtered long completions across agent benchmarks at matched budgets.
QSurv enables scalable nonparametric continuous-time survival modeling via Gauss-Legendre quadrature and time-conditioned low-rank adaptation, achieving accurate instantaneous hazard estimation across tabular and imaging data.