Multimodal Learning

Mixed Signals: Understanding Model Disagreement in Multimodal Empathy Detection IJCNLP 2025 MixEval-X: Any-to-any Evaluations from Real-world Data Mixture ICLR 2025 Mixture of Decoding: An Attention-Inspired Adaptive Decoding Strategy to Mitigate Hallucinations in Large Vision-Language Models ACL 2025 Mixture of Multimodal Adapters for Sentiment Analysis NAACL 2025 Mixture-of-Scores: Robust Image-Text Data Valuation via Three Lines of Code ICCV 2025 MLAN: Language-Based Instruction Tuning Preserves and Transfers Knowledge in Multimodal Language Models ACL 2025 MLLM-as-a-Judge for Image Safety without Human Labeling CVPR 2025 MLLM as Retriever: Interactively Learning Multimodal Retrieval for Embodied Agents ICLR 2025 M-LLM Based Video Frame Selection for Efficient Video Understanding CVPR 2025 MLLM-Bench: Evaluating Multimodal LLMs with Per-sample Criteria NAACL 2025 MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation ICLR 2025 MLLM-I2W: Harnessing Multimodal Large Language Model for Zero-Shot Composed Image Retrieval COLING 2025 MLLM-LLaVA-FL: Multimodal Large Language Model Assisted Federated Learning WACV 2025 MLLMs Know Where to Look: Training-free Perception of Small Visual Details with Multimodal LLMs ICLR 2025 MLLM-Tool: A Multimodal Large Language Model for Tool Agent Learning WACV 2025 M-LongDoc: A Benchmark For Multimodal Super-Long Document Understanding And A Retrieval-Aware Tuning Framework EMNLP 2025 MLVU: Benchmarking Multi-task Long Video Understanding CVPR 2025 MM1.5: Methods, Analysis & Insights from Multimodal LLM Fine-tuning ICLR 2025 MMAD: A Comprehensive Benchmark for Multimodal Large Language Models in Industrial Anomaly Detection ICLR 2025 MMAG: Multimodal Learning for Mucus Anomaly Grading in Nasal Endoscopy via Semantic Attribute Prompting EMNLP 2025 MMAPG: A Training-Free Framework for Multimodal Multi-hop Question Answering via Adaptive Planning Graphs EMNLP 2025 MMAR: Towards Lossless Multi-Modal Auto-Regressive Probabilistic Modeling CVPR 2025 MMAU: A Massive Multi-Task Audio Understanding and Reasoning Benchmark ICLR 2025 MMAudio: Taming Multimodal Joint Training for High-Quality Video-to-Audio Synthesis CVPR 2025 MMBoundary: Advancing MLLM Knowledge Boundary Awareness through Reasoning Step Confidence Calibration ACL 2025