Multimodal Learning

MARE: Multimodal Analogical Reasoning for Disease Evolution-Aware Radiology Report Generation AAAI 2026 MarineEval: Assessing the Marine Intelligence of Vision-Language Models WACV 2026 Mario: Multimodal Graph Reasoning with Large Language Models CVPR 2026 MarkushGrapher-2: End-to-end Multimodal Recognition of Chemical Structures CVPR 2026 MARS: a Multimodal Alignment and Ranking System for Few-Shot Segmentation WACV 2026 MARS: Multimodal Adaptive Reasoning Model for Avoiding Overthinking AAAI 2026 MARS-RA: Rank Aggregation for Credit Assignment via Multimodal Comparisons in Embodied Multi-Agent Cooperation ACL 2026 Masking Matters: Unlocking the Spatial Reasoning Capabilities of LLMs for 3D Scene-Language Understanding CVPR 2026 Mask What Matters: Mitigating Object Hallucinations in Multimodal Large Language Models with Object-Aligned Visual Contrastive Decoding EACL 2026 MASP: Multi-Aspect Guided Emotion Reasoning with Soft Prompt Tuning In Vision-Language Models AAAI 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 MAUGen: A Unified Diffusion Approach for Multi-Identity Facial Expression and AU Label Generation AAAI 2026 MAU-GPT: Enhancing Multi-type Industrial Anomaly Understanding via Anomaly-aware and Generalist Experts Adaptation AAAI 2026 MAVERIX: Multimodal Audio-Visual Evaluation and Recognition IndeX AAAI 2026 MAVIS: A Benchmark for Multimodal Source Attribution in Long-form Visual Question Answering AAAI 2026 MaxInfo: A Training-Free Key-Frame Selection Method Using Maximum Volume for Enhanced Video Understanding WACV 2026 MCA-Bench: A Multimodal Benchmark for Evaluating CAPTCHA Robustness Against VLM-based Attacks AAAI 2026 MCIE: Multimodal LLM-Driven Complex Instruction Image Editing with Spatial Guidance AAAI 2026 MCMoE: Completing Missing Modalities with Mixture of Experts for Incomplete Multimodal Action Quality Assessment AAAI 2026 MdaIF: Robust One-Stop Multi-Degradation-Aware Image Fusion with Language-Driven Semantics AAAI 2026 MDF: A Modality-Aware Disentanglement and Fusion Framework for Multimodal Sentiment Analysis AAAI 2026 MDK12-Bench: A Multi-Discipline Benchmark for Evaluating Reasoning in Multimodal Large Language Models AAAI 2026 MedAtlas: Evaluating LLMs for Multi-Round, Multi-Task Medical Reasoning Across Diverse Imaging Modalities and Clinical Text AAAI 2026