multimodal large language model

Revealing the Seen, Imagining the Beyond: A Survey of Image-Grounded Chain-of-Thought Reasoning in Multimodal LLMs ACL 2026 Revisiting MLLM Based Image Quality Assessment: Errors and Remedy AAAI 2026 Revisiting Model Stitching In the Foundation Model Era CVPR 2026 Revisiting Multimodal KV Cache Compression: A Frequency-Domain-Guided Outlier-KV-Aware Approach CVPR 2026 Revisiting the Data Sampling in Multimodal Post-training from a Difficulty-Distinguish View AAAI 2026 REVISOR: Beyond Textual Reflection, Towards Multimodal Introspective Reasoning in Long-Form Video Understanding CVPR 2026 RoadSceneVQA: Benchmarking Visual Question Answering in Roadside Perception Systems for Intelligent Transportation System AAAI 2026 Robust-R1: Degradation-Aware Reasoning for Robust Visual Understanding AAAI 2026 ROSE: Rotate Your Large Language Model to See CVPR 2026 Rosetta Stone For Unified MLLMs: A Unified Tokenizer to Decipher Understanding and Generation CVPR 2026 RotBench: Evaluating Multi-modal Large Language Models on Identifying Image Rotation EACL 2026 rPPG-VQA: A Video Quality Assessment Framework for Unsupervised rPPG Training CVPR 2026 S$^2$-MLLM: Boosting Spatial Reasoning Capability of MLLMs for 3D Visual Grounding with Structural Guidance CVPR 2026 S2D-Align: Shallow-to-Deep Auxiliary Learning for Anatomically-Grounded Radiology Report Generation AAAI 2026 SafeGRPO: Self-Rewarded Multimodal Safety Alignment via Rule-Governed Policy Optimization CVPR 2026 Same Content, Different Answers: Cross-Modal Inconsistency in MLLMs CVPR 2026 SARL-STG: A Spatially Aware Reinforcement Learning Framework for Refining MLLMs in Spatio-Temporal Video Grounding CVPR 2026 SAVE: Sparse Autoencoder-Driven Visual Information Enhancement for Mitigating Object Hallucination WACV 2026 Scaling Beyond Context: A Survey of Multimodal Retrieval-Augmented Generation for Document Understanding ACL 2026 Scaling Law for Multimodal Large Language Model Supervised Fine-Tuning ACL 2026 Scaling the Long Video Understanding of Multimodal Large Language Models via Visual Memory Mechanism CVPR 2026 SciEducator: Scientific Video Understanding and Educating via Deming-Cycle Multi-Agent System CVPR 2026 SDEval: Safety Dynamic Evaluation for Multimodal Large Language Models AAAI 2026 SEA-Vision: A Multilingual Benchmark for Comprehensive Document and Scene Text Understanding in Southeast Asia CVPR 2026 Seeing Beyond 8bits: Subjective and Objective Quality Assessment of HDR-UGC Videos CVPR 2026