{"total":56,"rows":[{"id":"2508.15717","title":"StreamMem: Query-Agnostic KV Cache Memory for Streaming Video Understanding","created":"2025-08-21","cited_by_count":58,"area":"mllm"},{"id":"2605.25979","title":"LLaVA-OneVision-2: Towards Next-Generation Perceptual Intelligence","created":"2026-05-25","cited_by_count":39,"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":"2506.18883","title":"Universal Video Temporal Grounding with Generative Multi-modal Large Language Models","created":"2025-06-23","cited_by_count":27,"area":"mllm"},{"id":"2508.04369","title":"TSPO: Temporal Sampling Policy Optimization for Long-form Video Language Understanding","created":"2025-08-06","cited_by_count":25,"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":"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":"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":"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":"2506.04953","title":"APVR: Hour-Level Long Video Understanding with Adaptive Pivot Visual Information Retrieval","created":"2025-06-05","cited_by_count":7,"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":"2602.04094","title":"VideoBrain: Learning Adaptive Frame Sampling for Long Video Understanding","created":"2026-02-04","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":"2601.15655","title":"Event-VStream: Event-Driven Real-Time Understanding for Long Video Streams","created":"2026-01-22","cited_by_count":6,"area":"mllm"},{"id":"2602.22932","title":"MSJoE: Jointly Evolving MLLM and Sampler for Efficient Long-Form Video Understanding","created":"2026-02-26","cited_by_count":6,"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":"2602.08448","title":"Vista: Scene-Aware Optimization for Streaming Video Question Answering under Post-Hoc Queries","created":"2026-02-09","cited_by_count":5,"area":"mllm"},{"id":"2603.19571","title":"CurveStream: Boosting Streaming Video Understanding in MLLMs via Curvature-Aware Hierarchical Visual Memory Management","created":"2026-03-20","cited_by_count":5,"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":"2510.00705","title":"Training-free Uncertainty Guidance for Complex Visual Tasks with MLLMs","created":"2025-10-01","cited_by_count":4,"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":"2603.18558","title":"HiMu: Hierarchical Multimodal Frame Selection for Long Video Question Answering","created":"2026-03-19","cited_by_count":4,"area":"mllm"},{"id":"2604.17422","title":"Where to Focus: Query-Modulated Multimodal Keyframe Selection for Long Video Understanding","created":"2026-04-19","cited_by_count":4,"area":"mllm"},{"id":"2508.03009","title":"Enhancing Long Video Question Answering with Scene-Localized Frame Grouping","created":"2025-08-05","cited_by_count":3,"area":"mllm"},{"id":"2509.01167","title":"TempCore: Are Video QA Benchmarks Temporally Grounded?","created":"2025-09-01","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":"2604.01002","title":"Query-Conditioned Evidential Keyframe Sampling for MLLM-Based Long-Form Video Understanding","created":"2026-04-01","cited_by_count":3,"area":"mllm"},{"id":"2605.06537","title":"MedHorizon: Towards Long-context Medical Video Understanding in the Wild","created":"2026-05-07","cited_by_count":3,"area":"mllm"},{"id":"2608.24302","title":"VideoHarness-RSI: Recursive Harness Self-Improvement for Long-Video Understanding with Frozen Vision-Language Models","created":"2026-08-25","cited_by_count":3,"area":"mllm"},{"id":"2512.08410","title":"Towards Effective Long Video Understanding of Multimodal Large Language Models via One-shot Clip Retrieval","created":"2025-12-09","cited_by_count":2,"area":"mllm"},{"id":"2601.03713","title":"BREATH-VL: Vision-Language-Guided 6-DoF Bronchoscopy Localization via Semantic-Geometric Fusion","created":"2026-01-07","cited_by_count":2,"area":"mllm"},{"id":"2602.01683","title":"FreshMem: Brain-Inspired Frequency-Space Hybrid Memory for Streaming Video Understanding","created":"2026-02-02","cited_by_count":2,"area":"mllm"},{"id":"2603.22285","title":"VideoDetective: Clue Hunting via both Extrinsic Query and Intrinsic Relevance for Long Video Understanding","created":"2026-03-23","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":"2607.25125","title":"LENS: Adaptive Spatio-Temporal Zooming for Keyframe Sampling in Long-Form Videos","created":"2026-07-27","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":"2605.14310","title":"CoRDS: Coreset-based Representative and Diverse Selection for Streaming Video Understanding","created":"2026-05-14","cited_by_count":1,"area":"mllm"},{"id":"2608.05707","title":"One Ranking, Any Budget: Matryoshka Evidence-to-Context Frame Selection for Long-Video Understanding","created":"2026-08-06","cited_by_count":1,"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":"2605.08158","title":"HY-Himmel Technical Report: Hierarchical Interleaved Multi-stream Motion Encoding for Long Video Understanding","created":"2026-05-04","cited_by_count":0,"area":"mllm"},{"id":"2606.11792","title":"MultiToP: Learning to Patch Visual Tokens to Mitigate Hallucinations in Video Large Multimodal Models","created":"2026-06-10","cited_by_count":0,"area":"mllm"},{"id":"2607.04559","title":"QSVideo: Query-Conditioned Semantic Temporal Retrieval for Video Understanding","created":"2026-07-06","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":"2607.25266","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":"2609.13250","title":"Evaluation of MLLM-Agnostic Plug-and-Play Keyframe Selection Methods for Long Video Understanding","created":"2026-09-04","cited_by_count":0,"area":"mllm"},{"id":"2609.32182","title":"KeyRec: Bounded Visual Memory for Streaming and Long-Video Understanding","created":"2026-09-26","cited_by_count":0,"area":"mllm"},{"id":"2609.33998","title":"MetaSampling: Making Frame Samplers Efficient for Long-Video Question Answering","created":"2026-09-27","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"},{"id":"2610.16118","title":"Elephant in the Fridge: Constant-Memory Frame Packing for Long Video Understanding","created":"2026-10-12","cited_by_count":0,"area":"mllm"}],"next_cursor":null}