{"total":14,"rows":[{"id":"2210.07795","title":"EfficientVLM: Fast and Accurate Vision-Language Models via Knowledge Distillation and Modal-adaptive Pruning","created":"2022-10-14","cited_by_count":56,"area":"mllm"},{"id":"2305.17530","title":"PuMer: Pruning and Merging Tokens for Efficient Vision Language Models","created":"2023-05-27","cited_by_count":53,"area":"mllm"},{"id":"2211.11152","title":"You Need Multiple Exiting: Dynamic Early Exiting for Accelerating Unified Vision Language Model","created":"2022-11-21","cited_by_count":43,"area":"mllm"},{"id":"2206.07699","title":"Write and Paint: Generative Vision-Language Models are Unified Modal Learners","created":"2022-06-15","cited_by_count":17,"area":"mllm"},{"id":"2506.06884","title":"FREE: Fast and Robust Vision Language Models with Early Exits","created":"2025-06-07","cited_by_count":12,"area":"mllm"},{"id":"2205.15237","title":"VLUE: A Multi-Task Benchmark for Evaluating Vision-Language Models","created":"2022-05-30","cited_by_count":11,"area":"mllm"},{"id":"2504.02862","title":"Towards Understanding How Knowledge Evolves in Large Vision-Language Models","created":"2025-03-31","cited_by_count":10,"area":"mllm"},{"id":"2305.15033","title":"SmartTrim: Adaptive Tokens and Attention Pruning for Efficient Vision-Language Models","created":"2023-05-24","cited_by_count":7,"area":"mllm"},{"id":"2506.15755","title":"VLMInferSlow: Evaluating the Efficiency Robustness of Large Vision-Language Models as a Service","created":"2025-06-18","cited_by_count":3,"area":"mllm"},{"id":"2506.05404","title":"AD-EE: Early Exiting for Fast and Reliable Vision-Language Models in Autonomous Driving","created":"2025-06-04","cited_by_count":1,"area":"mllm"},{"id":"2510.22641","title":"FastVLM: Self-Speculative Decoding for Fast Vision-Language Model Inference","created":"2025-10-26","cited_by_count":1,"area":"mllm"},{"id":"2602.04304","title":"Beyond Static Cropping: Layer-Adaptive Visual Localization and Decoding Enhancement","created":"2026-02-04","cited_by_count":1,"area":"mllm"},{"id":"2510.01795","title":"Nav-EE: Navigation-Guided Early Exiting for Efficient Vision-Language Models in Autonomous Driving","created":"2025-10-02","cited_by_count":0,"area":"mllm"},{"id":"2605.26415","title":"The Rescue Effect: Spatio-Semantic Early Exit Bypasses Quantization Collapse in CLIP","created":"2026-05-26","cited_by_count":0,"area":"mllm"}],"next_cursor":null}