Multimodal Learning

MEDA: Dynamic KV Cache Allocation for Efficient Multimodal Long-Context Inference NAACL 2025 MedDiT: A Knowledge-Controlled Diffusion Transformer Framework for Dynamic Medical Image Generation in Virtual Simulated Patient IJCAI 2025 Medical Multimodal Model Stealing Attacks via Adversarial Domain Alignment AAAI 2025 MediConfusion: Can you trust your AI radiologist? Probing the reliability of multimodal medical foundation models ICLR 2025 MediVLM: A Vision Language Model for Radiology Report Generation from Medical Images EMNLP 2025 MedPatch: Confidence-Guided Multi-Stage Fusion for Multimodal Clinical Data MLHC 2025 MedRAX: Medical Reasoning Agent for Chest X-ray ICML 2025 MEDSAGE: Enhancing Robustness of Medical Dialogue Summarization to ASR Errors with LLM-generated Synthetic Dialogues AAAI 2025 MedThink: A Rationale-Guided Framework for Explaining Medical Visual Question Answering NAACL 2025 MedTrinity-25M: A Large-scale Multimodal Dataset with Multigranular Annotations for Medicine ICLR 2025 MedualTime: A Dual-Adapter Language Model for Medical Time Series-Text Multimodal Learning IJCAI 2025 MEGA-Bench: Scaling Multimodal Evaluation to over 500 Real-World Tasks ICLR 2025 MEGA: Masked Generative Autoencoder for Human Mesh Recovery CVPR 2025 MegaPairs: Massive Data Synthesis for Universal Multimodal Retrieval ACL 2025 MEIT: Multimodal Electrocardiogram Instruction Tuning on Large Language Models for Report Generation ACL 2025 MemeArena: Automating Context-Aware Unbiased Evaluation of Harmfulness Understanding for Multimodal Large Language Models EMNLP 2025 MemeDetoxNet: Balancing Toxicity Reduction and Context Preservation ACL 2025 MemeIntel: Explainable Detection of Propagandistic and Hateful Memes EMNLP 2025 MemeInterpret: Towards an All-in-One Dataset for Meme Understanding EMNLP 2025 MemeQA: Holistic Evaluation for Meme Understanding ACL 2025 MemeReaCon: Probing Contextual Meme Understanding in Large Vision-Language Models EMNLP 2025 MemFusionMap: Working Memory Fusion for Online Vectorized HD Map Construction WACV 2025 Memory-QA: Answering Recall Questions Based on Multimodal Memories EMNLP 2025 Mental-Perceiver: Audio-Textual Multi-Modal Learning for Estimating Mental Disorders AAAI 2025 MENTOR: Multi-level Self-supervised Learning for Multimodal Recommendation AAAI 2025