{"total":17,"rows":[{"id":"2603.24558","title":"LensWalk: Agentic Video Understanding by Planning How You See in Videos","created":"2026-03-25","cited_by_count":17,"area":"mllm"},{"id":"2506.13589","title":"AdaVideoRAG: Omni-Contextual Adaptive Retrieval-Augmented Efficient Long Video Understanding","created":"2025-06-16","cited_by_count":15,"area":"mllm"},{"id":"2509.16087","title":"See&Trek: Training-Free Spatial Prompting for Multimodal Large Language Model","created":"2025-09-19","cited_by_count":15,"area":"mllm"},{"id":"2506.07016","title":"MAGNET: A Multi-agent Framework for Finding Audio-Visual Needles by Reasoning over Multi-Video Haystacks","created":"2025-06-08","cited_by_count":12,"area":"mllm"},{"id":"2603.29252","title":"Scaling the Long Video Understanding of Multimodal Large Language Models via Visual Memory Mechanism","created":"2026-03-31","cited_by_count":9,"area":"mllm"},{"id":"2601.13719","title":"Hierarchical Long Video Understanding with Audiovisual Entity Cohesion and Agentic Search","created":"2026-01-20","cited_by_count":8,"area":"mllm"},{"id":"2602.08439","title":"Demo-ICL: In-Context Learning for Procedural Video Knowledge Acquisition","created":"2026-02-09","cited_by_count":8,"area":"mllm"},{"id":"2604.05418","title":"VideoStir: Understanding Long Videos via Spatio-Temporally Structured and Intent-Aware RAG","created":"2026-04-07","cited_by_count":6,"area":"mllm"},{"id":"2606.24187","title":"Towards Fast and Effective Long Video Understanding of Multimodal Large Language Models via Adaptive Quasi-Gaussian Sampling","created":"2026-06-23","cited_by_count":5,"area":"mllm"},{"id":"2512.07344","title":"Venus: An Efficient Edge Memory-and-Retrieval System for VLM-based Online Video Understanding","created":"2025-12-08","cited_by_count":4,"area":"mllm"},{"id":"2508.10955","title":"Empowering Multimodal LLMs with External Tools: A Comprehensive Survey","created":"2025-08-14","cited_by_count":2,"area":"mllm"},{"id":"2510.09266","title":"CFVBench: A Comprehensive Video Benchmark for Fine-grained Multimodal Retrieval-Augmented Generation","created":"2025-10-10","cited_by_count":2,"area":"mllm"},{"id":"2604.04372","title":"Graph-to-Frame RAG: Visual-Space Knowledge Fusion for Training-Free and Auditable Video Reasoning","created":"2026-04-06","cited_by_count":2,"area":"mllm"},{"id":"2608.07663","title":"Keep It Simple: Multi-Key Episodic Memory Retrieval for Ultra-Long Video Understanding","created":"2026-08-07","cited_by_count":2,"area":"mllm"},{"id":"2510.01483","title":"Spatiotemporal Knowledge Graphs as Persistent Scene Memory for Embodied Question Answering","created":"2025-10-01","cited_by_count":1,"area":"mllm"},{"id":"2512.20136","title":"M$^3$KG-RAG: Multi-hop Multimodal Knowledge Graph-enhanced Retrieval-Augmented Generation","created":"2025-12-23","cited_by_count":0,"area":"mllm"},{"id":"2609.06504","title":"CAM: Question Answering on Entity-Centric Videos with Continuous Extraction and Adaptive Querying","created":"2026-09-06","cited_by_count":0,"area":"mllm"}],"next_cursor":null}