2 papers
cs.LG2026
GradRepair-ODE: Certified Gradient Repair for Neural ODE Training
Ziqian Bi, Xin Liang Chia
Neural ordinary differential equations use numerical solvers inside the training loop. The solver determines the forward trajectory and also affects the gradient passed to the opti…
quant-ph2026
Data Verification is the Future of Quantum Computing Copilots
Junhao Song, Ziqian Bi, Xinliang Chia +2
Quantum program generation demands a level of precision that may not be compatible with the statistical reasoning carried out in the inference of large language models (LLMs). Hall…