causal discovery 1constraint penalization 1faithfulness assumption 1feature selection 1graphical models 1hardware-aware optimization 1Markov blanket 1quantum annealing 1qubo reformulation 1walsh-fourier transform 1
From the 2 of 2 linked papers with an AI index.
2 papers
cs.LG2026
High-Order Markov Blanket Discovery via a k-Order Relaxation of the Faithfulness Assumption
Loong Kuan Lee, Ragavi Krishnamoorthy, Nico Piatkowski
The paper introduces a k-order relaxation of the faithfulness assumption to handle parity-type dependencies and presents the k-order Markov blanket (kOMB) algorithm for discovering…
quant-ph2026
Hardware-Aware QUBO Reformulation of Constrained Binary Optimization via the Walsh-Fourier Transform
Loong Kuan Lee, Harsha Nagarajan, Thore Gerlach +3
The paper proposes a slack‑free, penalty‑based method that reformulates constrained binary optimization problems into QUBO form using a Walsh‑Fourier projection that respects the c…