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cs.CV2026
CausalPrune: Counterfactual Causal Token Pruning for Efficient Large Vision-Language Models
Pengcheng Zheng, Chaoning Zhang, Ya Wen +7
Large Vision-Language Models (LVLMs) have achieved remarkable progress in multimodal understanding, but their practical deployment is still limited by the substantial computation i…
cs.CV2026
Topology-Aware Layer Pruning for Large Vision-Language Models
Pengcheng Zheng, Chaoning Zhang, Ya Wen +10
Large Language Models (LLMs) have demonstrated strong capabilities in natural language understanding and reasoning, while recent extensions that incorporate visual inputs enable th…