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modality collapse

4 papers

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Co-occurring keywords · papers mentioning both

multimodal learning (2) impartial optimization (1) cross-modal knowledge distillation (1) predictive feature (1) probing study (1) residual semantic steering (1) basis reallocation (1) fusion head (1) gradient conflict (1) vision-language-action model (1)

Papers

Stable Language Guidance for Vision–Language–Action Models ACL 2026 A Closer Look at Multimodal Representation Collapse ICML 2025 Can VLMs Actually See and Read? A Survey on Modality Collapse in Vision-Language Models ACL 2025 Mitigating Modality Collapse in Multimodal VAEs via Impartial Optimization ICML 2022