multimodal large language model

JanusMM: A Benchmark for Self-Deprecation Understanding in Real-World Multimodal Conversations ACL 2026 KazakhOCR: A Synthetic Benchmark for Evaluating Multimodal Models in Low-Resource Kazakh Script OCR EACL 2026 KFS-Bench: Comprehensive Evaluation of Key Frame Sampling in Long Video Understanding WACV 2026 KG-ViP: Bridging Knowledge Grounding and Visual Perception in Multi-modal LLMs for Visual Question Answering ACL 2026 KidsArtBench: Multi-Dimensional Children’s Art Evaluation with Attribute-Aware MLLMs EACL 2026 KSS-MoE: Knowledge Space Synergy Framework in Mixture of Experts for Continual Visual Instruction Tuning AAAI 2026 KVSmooth: Mitigating Hallucination in Multi-modal Large Language Models through Key-Value Smoothing CVPR 2026 Language Integration in Fine-Tuning Multimodal Large Language Models for Image-Based Regression WACV 2026 LaSM: Layer-wise Scaling Mechanism for Defending Pop-up Attack on GUI Agents CVPR 2026 Learning Compact Video Representations for Efficient Long-form Video Understanding in Large Multimodal Models WACV 2026 Learning to Adapt: Self-Improving Web Agent via Cognitive-Aware Exploration CVPR 2026 Learning to Focus and Precise Cropping:A Reinforcement Learning Framework with Information Gaps and Grounding Loss for MLLMs CVPR 2026 Learning to See through Illumination Extremes with Event Streaming in Multimodal Large Language Models CVPR 2026 Leave My Images Alone: Preventing Multi-Modal Large Language Models from Analyzing Images via Visual Prompt Injection ACL 2026 Lenses: Toward Polysemous Vision-Language Understanding CVPR 2026 Leveraging Image as Compressed Visual Prompt and Hierarchical Visual Knowledge for Effective Image Utilization in MLLMs AAAI 2026 LifeEval: A Multimodal Benchmark for Assistive AI in Egocentric Daily Life Tasks CVPR 2026 Linking Perception, Confidence and Accuracy in MLLMs CVPR 2026 LiViBench: An Omnimodal Benchmark for Interactive Livestream Video Understanding AAAI 2026 LLaDA-V: Large Language Diffusion Models with Visual Instruction Tuning CVPR 2026 LLaMA32-Med: Parameter-Efficient Adaptation of Multimodal LLMs for Medical Visual Question Answering MIDL 2026 LLaVA-UHD v2: Exploiting Hierarchical Vision Granularity in MLLMs via Inverse Semantic Pyramid AAAI 2026 LongT2IBench: A Benchmark for Evaluating Long Text-to-Image Generation with Graph-structured Annotations AAAI 2026 LongVideoAgent: Multi-Agent Reasoning with Long Videos ACL 2026 LongVideo-R1: Smart Navigation for Low-cost Long Video Understanding CVPR 2026