Physiological Markers

• Viral Load (VL)

• CD4 Count

• Rel CD4

• Drug Comp (INI, NN, PI)

• Base Drug Status

• Prev Action

• Switch Indicator

• PatientID

• Gender

• Ethnicity

state_log_VL

state_norm_CD4

state_Drug...

state_Gender...

Gating Mechanism | Residual Learning

Receding Horizon Control

Reward Function Target: Max(Reward_Total)

Solver Beam Search

(Action_ID)

+72% Improvement

Robust Strategy

Clinical Decision & Outcome