multimodal large language model

R-4B: Incentivizing General-Purpose Auto-Thinking in MLLMs via Bi-Mode Annealing and Reinforce Learning CVPR 2026 RADAR: A Reasoning-Guided Attribution Framework for Explainable Visual Data Analysis EACL 2026 ReAG: Reasoning-Augmented Generation for Knowledge-based Visual Question Answering CVPR 2026 RealAppiance: Let High-fidelity Appliance Assets Controllable and Workable as Aligned Real Manauls CVPR 2026 RealBirdID: Benchmarking Bird Species Identification in the Era of MLLMs CVPR 2026 Reality vs Counterfactual: Multi-World Contrastive Reinforcement Learning for Enhancing MLLM’s Theory of Mind in Egocentric Videos AAAI 2026 REALM: An MLLM-Agent Framework for Open World 3D Reasoning Segmentation and Editing on Gaussian Splatting CVPR 2026 ReasonEdit: Towards Reasoning-Enhanced Image Editing Models CVPR 2026 Reasoning-Driven Anomaly Detection and Localization with Image-Level Supervision CVPR 2026 ReasonMap: Towards Fine-Grained Visual Reasoning from Transit Maps CVPR 2026 ReasonX: MLLM-Guided Intrinsic Image Decomposition CVPR 2026 ReCALL: Recalibrating Capability Degradation for MLLM-based Composed Image Retrieval CVPR 2026 Refer-Agent: A Collaborative Multi-Agent System with Reasoning and Reflection for Referring Video Object Segmentation CVPR 2026 Reference Attack: A New Cross-Modal Jailbreaking Attack against Multimodal Large Language Models ACL 2026 ReGATE: Learning Faster and Better with Fewer Tokens in MLLMs ACL 2026 Regression over Classification: Assessing Image Aesthetics via Multimodal Large Language Models AAAI 2026 ReLook: Vision-Grounded RL with a Multimodal LLM Critic for Agentic Web Coding ACL 2026 ReMatch: Boosting Representation through Matching for Multimodal Retrieval CVPR 2026 ReMoRa: Multimodal Large Language Model based on Refined Motion Representation for Long-Video Understanding CVPR 2026 RemoteReasoner: Towards Unifying Geospatial Reasoning Workflow AAAI 2026 Res-Bench: Benchmarking the Robustness of Multimodal Large Language Models to Dynamic Resolution Input AAAI 2026 Rethinking MLLM Itself as a Segmenter with a Single Segmentation Token CVPR 2026 RetouchAgent: Towards Interactive and Explainable Image Retouching with MLLM Agents AAAI 2026 RetouchIQ: MLLM Agents for Instruction-Based Image Retouching with Generalist Reward CVPR 2026 REVEALER: Reinforcement-Guided Visual Reasoning for Element-Level Text-Image Alignment Evaluation ACL 2026