{"total":35,"rows":[{"id":"2506.22139","title":"Q-Frame: Query-aware Frame Selection and Multi-Resolution Adaptation for Video-LLMs","created":"2025-06-27","cited_by_count":80,"area":"mllm"},{"id":"2503.21483","title":"BOLT: Boost Large Vision-Language Model Without Training for Long-form Video Understanding","created":"2025-03-27","cited_by_count":75,"area":"mllm"},{"id":"2504.15271","title":"Eagle 2.5: Boosting Long-Context Post-Training for Frontier Vision-Language Models","created":"2025-04-21","cited_by_count":64,"area":"mllm"},{"id":"2510.27280","title":"FOCUS: Efficient Keyframe Selection for Long Video Understanding","created":"2025-10-31","cited_by_count":37,"area":"mllm"},{"id":"2504.17447","title":"FRAG: Frame Selection Augmented Generation for Long Video and Long Document Understanding","created":"2025-04-24","cited_by_count":27,"area":"mllm"},{"id":"2503.13956","title":"Improving LLM Video Understanding with 16 Frames Per Second","created":"2025-03-18","cited_by_count":26,"area":"mllm"},{"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":"2506.01274","title":"ReFoCUS: Reinforcement-guided Frame Optimization for Contextual Understanding","created":"2025-06-02","cited_by_count":16,"area":"mllm"},{"id":"2510.13891","title":"K-frames: Scene-Driven Any-k Keyframe Selection for long video understanding","created":"2025-10-14","cited_by_count":11,"area":"mllm"},{"id":"2512.04000","title":"Divide, then Ground: Adapting Frame Selection to Query Types for Long-Form Video Understanding","created":"2025-12-03","cited_by_count":11,"area":"mllm"},{"id":"2505.24158","title":"Threading Keyframe with Narratives: MLLMs as Strong Long Video Comprehenders","created":"2025-05-30","cited_by_count":10,"area":"mllm"},{"id":"2603.12254","title":"Attend Before Attention: Efficient and Scalable Video Understanding via Autoregressive Gazing","created":"2026-03-12","cited_by_count":9,"area":"mllm"},{"id":"2510.03584","title":"FrameOracle: Learning What to See and How Much to See in Videos","created":"2025-10-04","cited_by_count":7,"area":"mllm"},{"id":"2603.00983","title":"Event-Anchored Frame Selection for Effective Long-Video Understanding","created":"2026-03-01","cited_by_count":7,"area":"mllm"},{"id":"2509.14769","title":"Frame Sampling Strategies Matter: A Benchmark for small vision language models","created":"2025-09-18","cited_by_count":6,"area":"mllm"},{"id":"2510.00705","title":"Training-free Uncertainty Guidance for Complex Visual Tasks with MLLMs","created":"2025-10-01","cited_by_count":4,"area":"mllm"},{"id":"2603.18558","title":"HiMu: Hierarchical Multimodal Frame Selection for Long Video Question Answering","created":"2026-03-19","cited_by_count":4,"area":"mllm"},{"id":"2605.00444","title":"Scaling Video Understanding via Compact Latent Multi-Agent Collaboration","created":"2026-05-01","cited_by_count":4,"area":"mllm"},{"id":"2511.17945","title":"Test-Time Temporal Sampling for Efficient MLLM Video Understanding","created":"2025-11-22","cited_by_count":3,"area":"mllm"},{"id":"2603.15167","title":"Question-guided Visual Compression with Memory Feedback for Long-Term Video Understanding","created":"2026-03-16","cited_by_count":3,"area":"mllm"},{"id":"2606.16295","title":"VisualClaw: A Real-Time, Personalized Agent for the Physical World","created":"2026-06-15","cited_by_count":3,"area":"mllm"},{"id":"2506.16112","title":"AutoV: Loss-Oriented Ranking for Visual Prompt Retrieval in LVLMs","created":"2025-06-19","cited_by_count":2,"area":"mllm"},{"id":"2603.28696","title":"AdaptToken: Entropy-based Adaptive Token Selection for MLLM Long Video Understanding","created":"2026-03-30","cited_by_count":2,"area":"mllm"},{"id":"2605.11477","title":"LDDR: Linear-DPP-Based Dynamic-Resolution Frame Sampling for Video MLLMs","created":"2026-05-12","cited_by_count":2,"area":"mllm"},{"id":"2508.06869","title":"VSI: Visual Subtitle Integration for Keyframe Selection to enhance Long Video Understanding","created":"2025-08-09","cited_by_count":1,"area":"mllm"},{"id":"2603.17374","title":"Shot-Aware Frame Sampling for Video Understanding","created":"2026-03-18","cited_by_count":1,"area":"mllm"},{"id":"2512.11399","title":"Minimal Clips, Maximum Salience: Long Video Summarization via Key Moment Extraction","created":"2025-12-12","cited_by_count":0,"area":"mllm"},{"id":"2603.14953","title":"Learning Question-Aware Keyframe Selection with Synthetic Supervision for Video Question Answering","created":"2026-03-16","cited_by_count":0,"area":"mllm"},{"id":"2607.12557","title":"Gaussian Mixture Modeling for Event-Aware Visual Allocation in Long Video Understanding","created":"2026-07-14","cited_by_count":0,"area":"mllm"},{"id":"2607.17386","title":"SkyVLaM: Multimodal Large Language Model for UAV Video Understanding in Remote Sensing","created":"2026-07-19","cited_by_count":0,"area":"mllm"},{"id":"2607.25266","title":"FORGE: Frame Orthogonality in Relevance Geometry for Long-Form Video Understanding","created":"2026-07-28","cited_by_count":0,"area":"mllm"},{"id":"2607.28463","title":"VisualRouter: Query-Grounded Visual Sampling for Long Video Understanding","created":"2026-07-30","cited_by_count":0,"area":"mllm"},{"id":"2609.04741","title":"Where to Look Matters: Learning Influential Views for VLM-based 3D Visual Grounding","created":"2026-09-04","cited_by_count":0,"area":"mllm"},{"id":"2609.38413","title":"VidHarness: Evolving Agent Harnesses for Cost-Efficient Long Video Understanding","created":"2026-09-29","cited_by_count":0,"area":"mllm"},{"id":"2610.00573","title":"FORTE: Adaptive Scoring and Exact Keyframe Selection for Long-Video Question Answering","created":"2026-09-30","cited_by_count":0,"area":"mllm"}],"next_cursor":null}