Papers propose multimodal systems for 11th ABAW Ambivalence/Hesitancy Challenge

Multiple teams submitted systems to the 11th ABAW competition's Ambivalence/Hesitancy Recognition Challenge, using the BAH dataset. Approaches include audio-text cross-attention, conditional rectified-flow heads, and calibrated multimodal ensembles combining facial, visual, acoustic, and linguistic cues.