2 papers
cs.LG2026
Surv-IPTB: An Attention-Based Model for Estimating Individual Probability of Treatment Benefit with Survival Data
Lev V. Utkin, Stanislav K. Kogan, Andrei V. Konstantinov
This work presents a novel attention-based framework for estimating the Individual Probability of Treatment Benefit (IPTB) in survival analysis contexts. The proposed model, called…
cs.LG2026
Attention-Based Estimation of the Individual Treatment Benefit Probability under Dose Variation
Lev V. Utkin, Andrei V. Konstantinov, Stanislav K. Kogan +2
Estimating the probability that a treatment outperforms a control for an individual patient, called the Individual Probability of Treatment Benefit (IPTB), offers a clinically intu…