{"total":31,"rows":[{"id":"2312.14238","title":"InternVL: Scaling up Vision Foundation Models and Aligning for Generic Visual-Linguistic Tasks","created":"2023-12-21","cited_by_count":2565,"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":"2404.05726","title":"MA-LMM: Memory-Augmented Large Multimodal Model for Long-Term Video Understanding","created":"2024-04-08","cited_by_count":229,"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":"2410.19702","title":"TimeSuite: Improving MLLMs for Long Video Understanding via Grounded Tuning","created":"2024-10-25","cited_by_count":106,"area":"mllm"},{"id":"2412.01720","title":"LamRA: Large Multimodal Model as Your Advanced Retrieval Assistant","created":"2024-12-02","cited_by_count":106,"area":"mllm"},{"id":"2408.14023","title":"Video-CCAM: Enhancing Video-Language Understanding with Causal Cross-Attention Masks for Short and Long Videos","created":"2024-08-26","cited_by_count":98,"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":"2411.15421","title":"OphCLIP: Hierarchical Retrieval-Augmented Learning for Ophthalmic Surgical Video-Language Pretraining","created":"2024-11-23","cited_by_count":29,"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":"2404.09275","title":"TrafficVLM: A Controllable Visual Language Model for Traffic Video Captioning","created":"2024-04-14","cited_by_count":17,"area":"mllm"},{"id":"2503.08585","title":"HierarQ: Task-Aware Hierarchical Q-Former for Enhanced Video Understanding","created":"2025-03-11","cited_by_count":17,"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":"2406.10221","title":"Long Story Short: Story-level Video Understanding from 20K Short Films","created":"2024-06-14","cited_by_count":12,"area":"mllm"},{"id":"2306.09085","title":"COSA: Concatenated Sample Pretrained Vision-Language Foundation Model","created":"2023-06-15","cited_by_count":11,"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":"2406.08024","title":"Fewer Tokens and Fewer Videos: Extending Video Understanding Abilities in Large Vision-Language Models","created":"2024-06-12","cited_by_count":6,"area":"mllm"},{"id":"2412.12833","title":"FocusChat: Text-guided Long Video Understanding via Spatiotemporal Information Filtering","created":"2024-12-17","cited_by_count":5,"area":"mllm"},{"id":"2511.18823","title":"VideoPerceiver: Enhancing Fine-Grained Temporal Perception in Video Multimodal Large Language Models","created":"2025-11-24","cited_by_count":5,"area":"mllm"},{"id":"2606.20280","title":"ELVA: Exploring Ranking-Driven Universal Multimodal Retrieval","created":"2026-06-18","cited_by_count":5,"area":"mllm"},{"id":"2410.11417","title":"VidCompress: Memory-Enhanced Temporal Compression for Video Understanding in Large Language Models","created":"2024-10-15","cited_by_count":4,"area":"mllm"},{"id":"2507.23284","title":"Bidirectional Likelihood Estimation with Multi-Modal Large Language Models for Text-Video Retrieval","created":"2025-07-31","cited_by_count":4,"area":"mllm"},{"id":"2410.14332","title":"ViCToR: Improving Visual Comprehension via Token Reconstruction for Pretraining LMMs","created":"2024-10-18","cited_by_count":2,"area":"mllm"},{"id":"2504.05491","title":"REEF: Relevance-Aware and Efficient LLM Adapter for Video Understanding","created":"2025-04-07","cited_by_count":2,"area":"mllm"},{"id":"2505.14405","title":"Investigating and Enhancing the Robustness of Large Multimodal Models Against Temporal Inconsistency","created":"2025-05-20","cited_by_count":2,"area":"mllm"},{"id":"2505.19125","title":"RTime-QA: A Benchmark for Atomic Temporal Event Understanding in Large Multi-modal Models","created":"2025-05-25","cited_by_count":1,"area":"mllm"},{"id":"2608.10796","title":"E$^3$mo-Bench: A Scalable Benchmark for Multimodal Evoked and Expressed Emotion Understanding via Bayesian Pairwise Alignment","created":"2026-08-11","cited_by_count":1,"area":"mllm"},{"id":"2402.06560","title":"Video Annotator: A framework for efficiently building video classifiers using vision-language models and active learning","created":"2024-02-09","cited_by_count":0,"area":"mllm"},{"id":"2405.19009","title":"Enhancing Vision-Language Model with Unmasked Token Alignment","created":"2024-05-29","cited_by_count":0,"area":"mllm"},{"id":"2604.08337","title":"InstAP: Instance-Aware Vision-Language Pre-Train for Spatial-Temporal Understanding","created":"2026-04-09","cited_by_count":0,"area":"mllm"},{"id":"2609.02565","title":"MARS: What Retrieval Signals Are Hidden in Multimodal Large Language Models for Text-Video Retrieval?","created":"2026-09-02","cited_by_count":0,"area":"mllm"}],"next_cursor":null}