multimodal large language model

LookasideVLN: Direction-Aware Aerial Vision-and-Language Navigation CVPR 2026 Look-Back: Implicit Visual Re-focusing in MLLM Reasoning AAAI 2026 LoRA in LoRA: Towards Parameter-Efficient Architecture Expansion for Continual Visual Instruction Tuning AAAI 2026 LOTUS: Evolving Multimodal Unlearning via Hyperbolic Entailment and Lorentz Transport ACL 2026 Lyapunov Probes for Hallucination Detection in Large Foundation Models CVPR 2026 M^3KG-RAG: Multi-hop Multimodal Knowledge Graph-enhanced Retrieval-Augmented Generation CVPR 2026 MA-Bench: Towards Fine-grained Micro-Action Understanding CVPR 2026 MACS: Modality-Aware Capacity Scaling for Efficient Multimodal MoE Inference ACL 2026 MADIAVE: Multi-Agent Debate for Implicit Attribute Value Extraction EACL 2026 MAD: Modality-Adaptive Decoding for Mitigating Cross-Modal Hallucinations in Multimodal Large Language Models CVPR 2026 MaDS: Long-Horizon GUI Automation via Synergizing Dual-Layer Memory and Multi-Round Debate ACL 2026 MagicBench: Diagnosing Visual Agency Loss and Semantic Dependency in Multimodal LLMs ACL 2026 Magnol.AI Copilot: Multimodal LLMs for Conversational Insight Generation AAAI 2026 Mask What Matters: Mitigating Object Hallucinations in Multimodal Large Language Models with Object-Aligned Visual Contrastive Decoding EACL 2026 MASQuant: Modality-Aware Smoothing Quantization for Multimodal Large Language Models CVPR 2026 MathFlow: Enhancing the Perceptual Flow of MLLMs for Visual Mathematical Problems ACL 2026 MathSE: Improving Multimodal Mathematical Reasoning via Self-Evolving Iterative Reflection and Reward-Guided Fine-Tuning AAAI 2026 MAU-GPT: Enhancing Multi-type Industrial Anomaly Understanding via Anomaly-aware and Generalist Experts Adaptation AAAI 2026 MCIE: Multimodal LLM-Driven Complex Instruction Image Editing with Spatial Guidance AAAI 2026 Med-CMR: A Fine-Grained Benchmark Integrating Visual Evidence and Clinical Logic for Medical Complex Multimodal Reasoning CVPR 2026 MedMKEB: A Comprehensive Knowledge Editing Benchmark for Medical Multimodal Large Language Models AAAI 2026 MedMO: Grounding and Understanding Multimodal Large Language Model for Medical Images CVPR 2026 MedReasoner: Reinforcement Learning Drives Reasoning Grounding from Clinical Thought to Pixel-Level Precision AAAI 2026 MedTVT-R1: A Multimodal LLM Empowering Medical Reasoning and Diagnosis CVPR 2026 Mem-Gallery: Benchmarking Multimodal Long-Term Conversational Memory for MLLM Agents ACL 2026