Which information actually shapes a language model's judgment when sources disagree? We study epistemic cue utilization through a controlled benchmark of 500 scenarios and five complementary tracks separating cue identification, cue influence, and competition between source, temporal, and presentation cues. Across 13 L...
Learned components are increasingly integrated into geometric visual--inertial estimators to provide motion, depth, bias, uncertainty, or confidence cues. Yet it remains unclear whether gains arise from useful learned priors or from changes in the backend, calibration, initialization, temporal association, or evaluatio...
Experiments on classification and segmentation benchmarks show that the proposed method achieves controllable semantic transformation, effectively reduces original-class semantic leakage, preserves downstream learnability in the protected domain, and supports reliable authorized reconstruction.
Jin-Chang Zhang, Jia-Kai Lin, David J. Crandall et al.· International Journal of Com...· 0 citations
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