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cs.LG2026
False-science induction in autonomous scientific discovery
Hanbing Liang, Fujun Liu
Closed-loop discovery systems increasingly execute experiments and update decisions autonomously, turning record integrity into part of the experimental apparatus. We show that fal…
cs.LG2026
Shared Physics Responses Recover Hidden Rankings in Neural Operator Libraries
Hanbing Liang, Fujun Liu
Selecting the optimal neural-operator prediction during deployment is challenging when high-fidelity reference solutions are unavailable. We demonstrate that under a squared Hilber…
cs.LG2026
Wrong-Physics Backdoors in Neural PDE Operators
Hanbing Liang, Fujun Liu
Neural PDE operators are increasingly trained on reusable solver archives, yet validation often relies on clean prediction error and parameter-agnostic plausibility checks. We intr…