{"total":14,"rows":[{"id":"2510.17111","title":"Efficient Vision-Language-Action Models for Embodied Manipulation: A Systematic Survey","created":"2025-10-20","cited_by_count":26,"area":"mllm"},{"id":"2510.00515","title":"Efficient Multi-modal Large Language Models via Progressive Consistency Distillation","created":"2025-10-01","cited_by_count":22,"area":"mllm"},{"id":"2510.07143","title":"Are We Using the Right Benchmark: An Evaluation Framework for Visual Token Compression Methods","created":"2025-10-08","cited_by_count":17,"area":"mllm"},{"id":"2508.13305","title":"Prune2Drive: A Plug-and-Play Framework for Accelerating Vision-Language Models in Autonomous Driving","created":"2025-08-18","cited_by_count":16,"area":"mllm"},{"id":"2510.25122","title":"NanoVLA: Routing Decoupled Vision-Language Understanding for Nano-sized Generalist Robotic Policies","created":"2025-10-29","cited_by_count":12,"area":"mllm"},{"id":"2601.19325","title":"Innovator-VL: A Multimodal Large Language Model for Scientific Discovery","created":"2026-01-27","cited_by_count":8,"area":"mllm"},{"id":"2512.18747","title":"IPCV: Information-Preserving Compression for MLLM Visual Encoders","created":"2025-12-21","cited_by_count":5,"area":"mllm"},{"id":"2602.20566","title":"BFA++: Hierarchical Best-Feature-Aware Token Prune for Multi-View Vision Language Action Model","created":"2026-02-24","cited_by_count":3,"area":"mllm"},{"id":"2606.31382","title":"Revisiting Parameter Redundancy in Vision-Language-Action Models: Insights from VLM-to-VLA Adaptation","created":"2026-06-30","cited_by_count":2,"area":"mllm"},{"id":"2510.16753","title":"ELMM: Efficient Lightweight Multimodal Large Language Models for Multimodal Knowledge Graph Completion","created":"2025-10-19","cited_by_count":1,"area":"mllm"},{"id":"2608.21247","title":"Just Noticeable Difference Modeling for Token Compression in Vision-Language-Action Models","created":"2026-08-21","cited_by_count":0,"area":"mllm"},{"id":"2609.21022","title":"Catch Me If You Can: Real-Time Feedback Denoising for Responsive VLAs","created":"2026-09-17","cited_by_count":0,"area":"mllm"},{"id":"2609.29382","title":"Decoupled Early Exits for Task-Dependent Compute Allocation in Flow-Matching VLAs","created":"2026-09-24","cited_by_count":0,"area":"mllm"},{"id":"2610.05273","title":"When and What to Prune? Stage-Aware Visual Token Pruning for Efficient VLA","created":"2026-10-04","cited_by_count":0,"area":"mllm"}],"next_cursor":null}