3 papers
cs.CV2026
Counterfactual Reasoning for Fine-Grained Evidence Disentanglement in VideoQA
Zhou Du, Hamid Krim, Xiao Wu +3
Recent advances in video multimodal models have significantly improved VideoQA performance. However, these systems often rely on spurious statistical correlations rather than answe…
cs.CV2026
Disentanglement-Based Equivariant Learning for Compositional VQA
Zhou Du, Zhaoquan Yuan, Xiao Wu +1
Compositional visual question answering (VQA) represents a challenging yet fundamental task that requires models to comprehend novel combinations of previously learned concepts. Th…
cs.CL2026
Beyond Semantic Similarity: A Two-Phase Non-Parametric Retrieval Workflow for Corporate Credit Underwriting
Linus Ng Junjia, Ezekiel Tee Kongquan, Kelvin Heng +2
Corporate credit underwriting requires analysts to extract actionable evidence from long, heterogeneous financial documents spanning hundreds of pages and multiple languages. Stand…