3 papers
quant-ph2025
Implementing Pearl's -Calculus on Quantum Circuits: A Simpson-Type Case Study on NISQ Hardware
Pilsung Kang
Distinguishing correlation from causation is a central challenge in machine intelligence, and Pearl's -calculus provides a rigorous symbolic framework for reasoning a…
quant-ph2025
Quantum Entanglement as Super-Confounding: From Bell's Theorem to Robust Machine Learning
Pilsung Kang
Bell's theorem reveals a profound conflict between quantum mechanics and local realism, a conflict we reinterpret through the modern lens of causal inference. We propose and comput…
cs.LG2025
COUNTDOWN: Contextually Sparse Activation Filtering Out Unnecessary Weights in Down Projection
Jaewon Cheon, Pilsung Kang
The growing size of large language models has created significant computational inefficiencies. To address this challenge, sparse activation methods selectively deactivates non-ess…