DCAN uses dual causal adjustments with prototype and mediator dictionaries to debias multimodal personality understanding, reporting higher accuracy and fairness on CFI-V2 and a new DMSP dataset.
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Pith papers citing it
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2026 2verdicts
UNVERDICTED 2representative citing papers
PKS^4 adds a kinematic-prior-driven parallel state space scanner module to 2D vision backbones for linear-complexity temporal modeling in videos, delivering SOTA action recognition with 10x lower training compute and convergence in 20 epochs.
citing papers explorer
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Debiased Multimodal Personality Understanding through Dual Causal Intervention
DCAN uses dual causal adjustments with prototype and mediator dictionaries to debias multimodal personality understanding, reporting higher accuracy and fairness on CFI-V2 and a new DMSP dataset.
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$\text{PKS}^4$:Parallel Kinematic Selective State Space Scanners for Efficient Video Understanding
PKS^4 adds a kinematic-prior-driven parallel state space scanner module to 2D vision backbones for linear-complexity temporal modeling in videos, delivering SOTA action recognition with 10x lower training compute and convergence in 20 epochs.