Author

Zi-Jia Wang

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Preprint Sep 2026

Calibration Is Not Verification: Falsifiability-Aware Conformal Routing for Mixture-of-Agents

Multi-agent language systems often treat agreement as evidence, yet heterogeneous agents can jointly repeat an unsupported claim or omit a correct specialist fact. We introduce C-MoA, an agreement-based conformal filter that turns inter-agent semantic support into a claim-level nonconformity score and calibrates a rete...

Nada Rahali, Zi-Jia Wang, Zhi-Song Liu · 0 citations

Open access Sep 2026

MMRCNN-KKAN-GMAT: a multi-modal multi-scale framework with KKAN attention and augmented transformer for rotating machinery fault diagnosis

To address the degradation of diagnostic accuracy caused by insufficient fault data and noise interference in practical applications, a novel rotating machinery fault diagnosis framework is introduced in this work. First, the one-dimensional raw signals, envelope signals, and two-dimensional continuous wavelet transfor...

Zi-Jia Wang, Lin-Jun Wang, Xi-Fa Yang et al. · Engineering Research Express · 0 citations