{"total":74,"rows":[{"id":"2511.21631","title":"Qwen3-VL Technical Report","created":"2025-11-26","cited_by_count":2793,"area":"mllm"},{"id":"2311.17005","title":"MVBench: A Comprehensive Multi-modal Video Understanding Benchmark","created":"2023-11-28","cited_by_count":1109,"area":"mllm"},{"id":"2312.02051","title":"TimeChat: A Time-sensitive Multimodal Large Language Model for Long Video Understanding","created":"2023-12-04","cited_by_count":406,"area":"mllm"},{"id":"2501.00574","title":"VideoChat-Flash: Hierarchical Compression for Long-Context Video Modeling","created":"2024-12-31","cited_by_count":220,"area":"mllm"},{"id":"2503.13377","title":"Time-R1: Post-Training Large Vision Language Model for Temporal Video Grounding","created":"2025-03-17","cited_by_count":146,"area":"mllm"},{"id":"2410.19702","title":"TimeSuite: Improving MLLMs for Long Video Understanding via Grounded Tuning","created":"2024-10-25","cited_by_count":106,"area":"mllm"},{"id":"2401.06071","title":"GroundingGPT:Language Enhanced Multi-modal Grounding Model","created":"2024-01-11","cited_by_count":101,"area":"mllm"},{"id":"2404.18532","title":"MileBench: Benchmarking MLLMs in Long Context","created":"2024-04-29","cited_by_count":88,"area":"mllm"},{"id":"2509.24871","title":"StreamForest: Efficient Online Video Understanding with Persistent Event Memory","created":"2025-09-29","cited_by_count":78,"area":"mllm"},{"id":"2405.16640","title":"A Survey of Multimodal Large Language Model from A Data-centric Perspective","created":"2024-05-26","cited_by_count":75,"area":"mllm"},{"id":"2411.18211","title":"TimeMarker: A Versatile Video-LLM for Long and Short Video Understanding with Superior Temporal Localization Ability","created":"2024-11-27","cited_by_count":70,"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":"2501.00584","title":"Online Video Understanding: OVBench and VideoChat-Online","created":"2024-12-31","cited_by_count":61,"area":"mllm"},{"id":"2501.08282","title":"LLaVA-ST: A Multimodal Large Language Model for Fine-Grained Spatial-Temporal Understanding","created":"2025-01-14","cited_by_count":59,"area":"mllm"},{"id":"2503.18478","title":"Video-XL-Pro: Reconstructive Token Compression for Extremely Long Video Understanding","created":"2025-03-24","cited_by_count":49,"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":"2506.19225","title":"Video-XL-2: Towards Very Long-Video Understanding Through Task-Aware KV Sparsification","created":"2025-06-24","cited_by_count":37,"area":"mllm"},{"id":"2412.19326","title":"Task Preference Optimization: Improving Multimodal Large Language Models with Vision Task Alignment","created":"2024-12-26","cited_by_count":29,"area":"mllm"},{"id":"2501.13919","title":"Temporal Preference Optimization for Long-Form Video Understanding","created":"2025-01-23","cited_by_count":29,"area":"mllm"},{"id":"2503.13983","title":"SpaceVLLM: Endowing Multimodal Large Language Model with Spatio-Temporal Video Grounding Capability","created":"2025-03-18","cited_by_count":28,"area":"mllm"},{"id":"2507.20198","title":"A Survey of Token Compression for Efficient Multimodal Large Language Models","created":"2025-07-27","cited_by_count":25,"area":"mllm"},{"id":"2309.00661","title":"Zero-Shot Video Moment Retrieval from Frozen Vision-Language Models","created":"2023-09-01","cited_by_count":22,"area":"mllm"},{"id":"2506.05287","title":"EOC-Bench: Can MLLMs Identify, Recall, and Forecast Objects in an Egocentric World?","created":"2025-06-05","cited_by_count":21,"area":"mllm"},{"id":"2508.10922","title":"A Survey on Video Temporal Grounding with Multimodal Large Language Model","created":"2025-08-07","cited_by_count":20,"area":"mllm"},{"id":"2406.18113","title":"Chrono: A Simple Blueprint for Representing Time in MLLMs","created":"2024-06-26","cited_by_count":18,"area":"mllm"},{"id":"2411.15556","title":"ReWind: Understanding Long Videos with Instructed Learnable Memory","created":"2024-11-23","cited_by_count":17,"area":"mllm"},{"id":"2504.15681","title":"Vidi: Large Multimodal Models for Video Understanding and Editing","created":"2025-04-22","cited_by_count":15,"area":"mllm"},{"id":"2509.18056","title":"TempSamp-R1: Effective Temporal Sampling with Reinforcement Fine-Tuning for Video LLMs","created":"2025-09-22","cited_by_count":15,"area":"mllm"},{"id":"2401.10711","title":"Weakly Supervised Gaussian Contrastive Grounding with Large Multimodal Models for Video Question Answering","created":"2024-01-19","cited_by_count":14,"area":"mllm"},{"id":"2212.09335","title":"Distilling Vision-Language Pre-training to Collaborate with Weakly-Supervised Temporal Action Localization","created":"2022-12-19","cited_by_count":12,"area":"mllm"},{"id":"2505.20715","title":"MUSEG: Reinforcing Video Temporal Understanding via Timestamp-Aware Multi-Segment Grounding","created":"2025-05-27","cited_by_count":12,"area":"mllm"},{"id":"2510.17023","title":"Enrich and Detect: Video Temporal Grounding with Multimodal LLMs","created":"2025-10-19","cited_by_count":12,"area":"mllm"},{"id":"2512.03963","title":"TempR1: Improving Temporal Understanding of MLLMs via Temporal-Aware Multi-Task Reinforcement Learning","created":"2025-12-03","cited_by_count":8,"area":"mllm"},{"id":"2601.15016","title":"LiViBench: An Omnimodal Benchmark for Interactive Livestream Video Understanding","created":"2026-01-21","cited_by_count":8,"area":"mllm"},{"id":"2606.09393","title":"CapRL++: Unified Reinforcement Learning with Verifiable Rewards for Dense Image and Video Captioning","created":"2026-06-08","cited_by_count":8,"area":"mllm"},{"id":"2603.06569","title":"Penguin-VL: Exploring the Efficiency Limits of VLM with LLM-based Vision Encoders","created":"2026-03-06","cited_by_count":7,"area":"mllm"},{"id":"2605.27074","title":"IPIBench: Evaluating Interactive Proactive Intelligence of MLLMs under Continuous Streams","created":"2026-05-26","cited_by_count":7,"area":"mllm"},{"id":"2511.19524","title":"VideoChat-M1: Collaborative Policy Planning for Video Understanding via Multi-Agent Reinforcement Learning","created":"2025-11-24","cited_by_count":6,"area":"mllm"},{"id":"2601.10323","title":"ROMA: Real-time Omni-Multimodal Assistant with Interactive Streaming Understanding","created":"2026-01-15","cited_by_count":6,"area":"mllm"},{"id":"2605.20342","title":"ParaVT: Taming the Tool Prior Paradox for Parallel Tool Use in Agentic Video Reinforcement Learning","created":"2026-05-19","cited_by_count":6,"area":"mllm"},{"id":"2312.00414","title":"Vision-Language Models Learn Super Images for Efficient Partially Relevant Video Retrieval","created":"2023-12-01","cited_by_count":5,"area":"mllm"},{"id":"2508.17686","title":"Language-Guided Temporal Token Pruning for Efficient VideoLLM Processing","created":"2025-08-25","cited_by_count":5,"area":"mllm"},{"id":"2312.02483","title":"EtC: Temporal Boundary Expand then Clarify for Weakly Supervised Video Grounding with Multimodal Large Language Model","created":"2023-12-05","cited_by_count":4,"area":"mllm"},{"id":"2410.12109","title":"OMCAT: Omni Context Aware Transformer","created":"2024-10-15","cited_by_count":4,"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":"2512.07186","title":"START: Spatial and Textual Learning for Chart Understanding","created":"2025-12-08","cited_by_count":4,"area":"mllm"},{"id":"2412.01558","title":"VideoLights: Feature Refinement and Cross-Task Alignment Transformer for Joint Video Highlight Detection and Moment Retrieval","created":"2024-12-02","cited_by_count":3,"area":"mllm"},{"id":"2604.08014","title":"Bridging Time and Space: Decoupled Spatio-Temporal Alignment for Video Grounding","created":"2026-04-09","cited_by_count":3,"area":"mllm"},{"id":"2604.08966","title":"How Should Video LLMs Output Time? An Analysis of Efficient Temporal Grounding Paradigms","created":"2026-04-10","cited_by_count":3,"area":"mllm"},{"id":"2607.17423","title":"TimeLens2: Generalist Video Temporal Grounding with Multimodal LLMs","created":"2026-07-19","cited_by_count":3,"area":"mllm"},{"id":"2401.09861","title":"Temporal Insight Enhancement: Mitigating Temporal Hallucination in Multimodal Large Language Models","created":"2024-01-18","cited_by_count":2,"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":"2512.11336","title":"UFVideo: Towards Unified Fine-Grained Video Cooperative Understanding with Large Language Models","created":"2025-12-12","cited_by_count":2,"area":"mllm"},{"id":"2607.05978","title":"Propose and Attend: Training-free MLLM Grounding Confidence via Multi-Token Localized Attention","created":"2026-07-07","cited_by_count":2,"area":"mllm"},{"id":"2512.06673","title":"Detector-Empowered Video Large Language Model for Efficient Spatio-Temporal Grounding","created":"2025-12-07","cited_by_count":1,"area":"mllm"},{"id":"2601.09350","title":"See More, Store Less: Memory-Efficient Resolution for Video Moment Retrieval","created":"2026-01-14","cited_by_count":1,"area":"mllm"},{"id":"2603.25733","title":"SlotVTG: Object-Centric Adapter for Generalizable Video Temporal Grounding","created":"2026-03-26","cited_by_count":1,"area":"mllm"},{"id":"2604.02093","title":"GroundVTS: Visual Token Sampling in Multimodal Large Language Models for Video Temporal Grounding","created":"2026-04-02","cited_by_count":1,"area":"mllm"},{"id":"2605.21954","title":"MLLMs Know When Before Speaking: Revealing and Recovering Temporal Grounding via Attention Cues","created":"2026-05-21","cited_by_count":1,"area":"mllm"},{"id":"2606.05758","title":"DRIFT: A Residual Flow Adapter for Decoding Continuous Outputs in Vision-Language Models","created":"2026-06-04","cited_by_count":1,"area":"mllm"},{"id":"2606.15320","title":"Conditional Multi-Event Temporal Grounding in Long-Form Video","created":"2026-06-13","cited_by_count":1,"area":"mllm"},{"id":"2608.02078","title":"CAVE: Competence-Aware Visual Boundary Evidence Alignment for Video Temporal Grounding","created":"2026-08-03","cited_by_count":1,"area":"mllm"},{"id":"2406.07091","title":"AutoTVG: A New Vision-language Pre-training Paradigm for Temporal Video Grounding","created":"2024-06-11","cited_by_count":0,"area":"mllm"},{"id":"2603.15467","title":"Evaluating Time Awareness and Cross-modal Active Perception of Large Models via 4D Escape Room Task","created":"2026-03-16","cited_by_count":0,"area":"mllm"},{"id":"2605.01391","title":"VISTA: Video Interaction Spatio-Temporal Analysis Benchmark","created":"2026-05-02","cited_by_count":0,"area":"mllm"},{"id":"2607.01086","title":"LongVQUBench: Benchmarking Long-Term Video Quality Understanding of Vision-Language Models","created":"2026-07-01","cited_by_count":0,"area":"mllm"},{"id":"2607.02269","title":"AnyGroundBench: A Specialized-Domain Benchmark for Video Grounding in Vision-Language Models","created":"2026-07-02","cited_by_count":0,"area":"mllm"},{"id":"2607.19027","title":"Mitigating Modality and Language-Style Gaps for Zero-Shot Video Moment Retrieval","created":"2026-07-21","cited_by_count":0,"area":"mllm"},{"id":"2608.08315","title":"Your VLM Already Knows When: Training-Free Temporal Grounding by Asking Yes or No","created":"2026-08-08","cited_by_count":0,"area":"mllm"},{"id":"2609.09396","title":"VANTAGE-Bench: Evaluating the Infrastructure AI Gap in Vision-Language Models","created":"2026-09-08","cited_by_count":0,"area":"mllm"},{"id":"2609.28554","title":"Pistis Technical Report","created":"2026-09-23","cited_by_count":0,"area":"mllm"},{"id":"2609.34581","title":"Counterfactual Attention Policy Distillation for Temporal Video Grounding","created":"2026-09-28","cited_by_count":0,"area":"mllm"},{"id":"2609.40055","title":"Less Data, Better Timing: Student-Curriculum Coupling for VLM On-Policy Distillation in Temporal Video Grounding","created":"2026-09-30","cited_by_count":0,"area":"mllm"},{"id":"2610.18829","title":"OmniCompass: A Holistic Benchmark for Omni-Modal Video Grounding and Understanding","created":"2026-10-13","cited_by_count":0,"area":"mllm"}],"next_cursor":null}