Md. Amir Khusru Akhtar

Discovery–Closure Adaptive Search: Cost-Normalized Structural Resource Allocation for Constrained Black-Box Optimization

Constrained black-box optimization increasingly combines feasibility management, adaptive search, and learned operator scheduling, making simple hybridization an insufficient novelty claim. This paper develops Discovery–Closure Adaptive Search (DCAS), which treats optimization as...

Learning as Minimum Structural Repair: A Variational Principle for Adaptive Systems

Learning systems are described by the error they reduce, yet post-training adaptation is often governed by a different quantity: how much of a useful system must change before a new requirement becomes true. We formalize this quantity as repair complexity, the minimum admissible...

Discovery–Closure Adaptive Search: Cost-Normalized Structural Resource Allocation for Constrained Black-Box Optimization

Constrained black-box optimization increasingly combines feasibility management, adaptive search, and learned operator scheduling, making simple hybridization an insufficient novelty claim. This paper develops Discovery–Closure Adaptive Search (DCAS), which treats optimization as...