Multimodal Learning

From Charts to Fair Narratives: Uncovering and Mitigating Geo-Economic Biases in Chart-to-Text EMNLP 2025 From Generation to Detection: A Multimodal Multi-Task Dataset for Benchmarking Health Misinformation EMNLP 2025 From Head to Tail: Towards Balanced Representation in Large Vision-Language Models through Adaptive Data Calibration CVPR 2025 From Imitation to Innovation: The Emergence of AI's Unique Artistic Styles and the Challenge of Copyright Protection ICCV 2025 From Introspection to Best Practices: Principled Analysis of Demonstrations in Multimodal In-Context Learning NAACL 2025 From Long Videos to Engaging Clips: A Human-Inspired Video Editing Framework with Multimodal Narrative Understanding EMNLP 2025 From Shortcuts to Balance: Attribution Analysis of Speech-Text Feature Utilization in Distinguishing Original from Machine-Translated Texts EMNLP 2025 From Specific-MLLMs to Omni-MLLMs: A Survey on MLLMs Aligned with Multi-modalities ACL 2025 From Words to Waves: Analyzing Concept Formation in Speech and Text-Based Foundation Models Interspeech 2025 Functional Alignment Can Mislead: Examining Model Stitching ICML 2025 G2SF: Geometry-Guided Score Fusion for Multimodal Industrial Anomaly Detection ICCV 2025 GALAXY: A Large-Scale Open-Domain Dataset for Multimodal Learning Interspeech 2025 Galaxy Walker: Geometry-aware VLMs For Galaxy-scale Understanding CVPR 2025 Galileo: Learning Global & Local Features of Many Remote Sensing Modalities ICML 2025 GALLa: Graph Aligned Large Language Models for Improved Source Code Understanding ACL 2025 GEM: A Generalizable Ego-Vision Multimodal World Model for Fine-Grained Ego-Motion, Object Dynamics, and Scene Composition Control CVPR 2025 Geminio: Language-Guided Gradient Inversion Attacks in Federated Learning ICCV 2025 Generalizing Alignment Paradigm of Text-to-Image Generation with Preferences Through f-Divergence Minimization AAAI 2025 Generate to Ground: Multimodal Text Conditioning Boosts Phrase Grounding in Medical Vision-Language Models MIDL 2025 Generating Fine Details of Entity Interactions EMNLP 2025 Generating Multimodal Driving Scenes via Next-Scene Prediction CVPR 2025 Generating Questions, Answers, and Distractors for Videos: Exploring Semantic Uncertainty of Object Motions ACL 2025 Generating Spatial Knowledge Graphs from Automotive Diagrams for Question Answering EMNLP 2025 Generative Co-Design of Antibody Sequences and Structures via Black-Box Guidance in a Shared Latent Space IJCAI 2025 GENIUS: A Generative Framework for Universal Multimodal Search CVPR 2025