Multimodal Learning

Manual2Skill: Learning to Read Manuals and Acquire Robotic Skills for Furniture Assembly Using Vision-Language Models RSS 2025 MapNav: A Novel Memory Representation via Annotated Semantic Maps for VLM-based Vision-and-Language Navigation ACL 2025 MAPS: Advancing Multi-Modal Reasoning in Expert-Level Physical Science ICLR 2025 MAPWise: Evaluating Vision-Language Models for Advanced Map Queries NAACL 2025 MA-RAG: Automating Role Engineering for RESTful APIs with Multi-Head Attention and Retrieval-Augmented Generation IJCAI 2025 MARBLE: Material Recomposition and Blending in CLIP-Space CVPR 2025 MarkushGrapher: Joint Visual and Textual Recognition of Markush Structures CVPR 2025 Marrying LLMs with Dynamic Forecasting: A Graph Mixture-of-expert Perspective NAACL 2025 MARS: Mixture of Auto-Regressive Models for Fine-grained Text-to-image Synthesis AAAI 2025 MASH-VLM: Mitigating Action-Scene Hallucination in Video-LLMs through Disentangled Spatial-Temporal Representations CVPR 2025 MaskCD: Mitigating LVLM Hallucinations by Image Head Masked Contrastive Decoding EMNLP 2025 Masked Diffusion Captioning for Visual Feature Learning EMNLP 2025 Masking in Multi-hop QA: An Analysis of How Language Models Perform with Context Permutation ACL 2025 MASS: Overcoming Language Bias in Image-Text Matching AAAI 2025 MASSV: Multimodal Adaptation and Self-Data Distillation for Speculative Decoding of Vision-Language Models EMNLP 2025 Mastering Collaborative Multi-modal Data Selection: A Focus on Informativeness, Uniqueness, and Representativeness ICCV 2025 MatAnyone: Stable Video Matting with Consistent Memory Propagation CVPR 2025 MATCHED: Multimodal Authorship-Attribution To Combat Human Trafficking in Escort-Advertisement Data ACL 2025 Matching While Perceiving: Enhance Image Feature Matching with Applicable Semantic Amalgamation AAAI 2025 MATCH: Modality-Calibrated Hypergraph Fusion Network for Conversational Emotion Recognition IJCAI 2025 MateInfoUB: A Real-World Benchmark for Testing LLMs in Competitive, Multilingual, and Multimodal Educational Tasks ACL 2025 MATER: Multi-level Acoustic and Textual Emotion Representation for Interpretable Speech Emotion Recognition Interspeech 2025 MathBuddy: A Multimodal System for Affective Math Tutoring EMNLP 2025 MathCoder-VL: Bridging Vision and Code for Enhanced Multimodal Mathematical Reasoning ACL 2025 Math-PUMA: Progressive Upward Multimodal Alignment to Enhance Mathematical Reasoning AAAI 2025