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Towards stable test-time adaptation in dynamic wild world

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cs.CV 1

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2025 1

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TRUST: Test-Time Refinement using Uncertainty-Guided SSM Traverses

cs.CV · 2025-09-26 · unverdicted · novelty 6.0

TRUST is a test-time adaptation method for SSM vision models that uses uncertainty-guided traversal permutations to refine Mamba parameters via pseudo-labels and weight averaging, improving robustness on distribution shifts.

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  • TRUST: Test-Time Refinement using Uncertainty-Guided SSM Traverses cs.CV · 2025-09-26 · unverdicted · none · ref 23

    TRUST is a test-time adaptation method for SSM vision models that uses uncertainty-guided traversal permutations to refine Mamba parameters via pseudo-labels and weight averaging, improving robustness on distribution shifts.