Multimodal Learning

MPR-GUI: Benchmarking and Enhancing Multilingual Perception and Reasoning in GUI Agents ACL 2026 MrM: Black-Box Membership Inference Attacks Against Multimodal RAG Systems AAAI 2026 MR-Pruner: Training-free Multi-resolution Visual Token Pruning for Multi-modal Large Language Models WACV 2026 MSEarth: A Multimodal Benchmark for Earth Science Phenomenon Discovery with MLLMs ACL 2026 MSJoE: Jointly Evolving MLLM and Sampler for Efficient Long-Form Video Understanding CVPR 2026 MSRTrack: LLM-Powered Object Tracking with Motion and Semantic Reasoning WACV 2026 MTA: Multimodal Task Alignment for BEV Perception and Captioning CVPR 2026 MTAVG-Bench: A Diagnostic Benchmark for Multi-Talker Dialogue-Centric Audio-Video Generation ACL 2026 MTP: Exploring Multimodal Urban Traffic Profiling with Modality Augmentation and Spectrum Fusion AAAI 2026 Multi-agent In-context Coordination via Decentralized Memory Retrieval AAAI 2026 Multi-Agent Undercover Gaming: Hallucination Removal Through Counterfactual Test for Multimodal Reasoning AAAI 2026 Multi-Aspect Cross-modal Quantization for Generative Recommendation AAAI 2026 MULTIBENCH++: A Unified and Comprehensive Multimodal Fusion Benchmarking Across Specialized Domains AAAI 2026 MulTiCast: A Multimodal Time Series Forecasting System AAAI 2026 Multi-Crit: Benchmarking Multimodal Judges on Pluralistic Criteria-Following CVPR 2026 Multi-Faceted Attack: Exposing Cross-Model Vulnerabilities in Defense-Equipped Vision-Language Models AAAI 2026 MultiFinBen: Benchmarking Large Language Models for Multilingual and Multimodal Financial Application ACL 2026 Multi-Grained Text-Guided Image Fusion for Multi-Exposure and Multi-Focus Scenarios WACV 2026 Multigranular Evaluation for Brain Visual Decoding AAAI 2026 Multi-level Causal LLM-based Text-to-Motion Generation with Human Alignment CVPR 2026 MultiMedBench: A Scenario-Aware Benchmark for Evaluating Knowledge Editing in Medical VQA AAAI 2026 Multi-Metric Representation Learning Strategy Based on Clustering for Fine-Grained Multimodal Sentiment Analysis CVPR 2026 Multimodal Adversarial Defense for Vision-Language Models by Leveraging One-To-Many Relationships WACV 2026 Multi-Modal Assistance for Unsupervised Domain Adaptation on Point Cloud 3D Object Detection AAAI 2026 Multimodal Causality-Driven Representation Learning for Generalizable Medical Image Segmentation CVPR 2026