Multimodal Learning

DMPT: Decoupled Modality-Aware Prompt Tuning for Multi-Modal Object Re-Identification WACV 2025 D-Neg: Syntax-Aware Graph Reasoning for Negation Detection IJCNLP 2025 Do Audio-Language Models Understand Linguistic Variations? NAACL 2025 Doc2Chart: Intent-Driven Zero-Shot Chart Generation from Documents EMNLP 2025 DocAgent: An Agentic Framework for Multi-Modal Long-Context Document Understanding EMNLP 2025 DocAssistant: Integrating Key-region Reading and Step-wise Reasoning for Robust Document Visual Question Answering EMNLP 2025 DocKylin: A Large Multimodal Model for Visual Document Understanding with Efficient Visual Slimming AAAI 2025 DocLayLLM: An Efficient Multi-modal Extension of Large Language Models for Text-rich Document Understanding CVPR 2025 DocMIA: Document-Level Membership Inference Attacks against DocVQA Models ICLR 2025 DocMMIR: A Framework for Document Multi-modal Information Retrieval EMNLP 2025 Do Computer Vision Foundation Models Learn the Low-level Characteristics of the Human Visual System? CVPR 2025 Docopilot: Improving Multimodal Models for Document-Level Understanding CVPR 2025 DocReRank: Single-Page Hard Negative Query Generation for Training Multi-Modal RAG Rerankers EMNLP 2025 DocThinker: Explainable Multimodal Large Language Models with Rule-based Reinforcement Learning for Document Understanding ICCV 2025 Document-level Simplification and Illustration Generation Multimodal Coherence EMNLP 2025 Do Current Video LLMs Have Strong OCR Abilities? A Preliminary Study COLING 2025 DocVLM: Make Your VLM an Efficient Reader CVPR 2025 Do Egocentric Video-Language Models Truly Understand Hand-Object Interactions? ICLR 2025 Does Acceleration Cause Hidden Instability in Vision Language Models? Uncovering Instance-Level Divergence Through a Large-Scale Empirical Study EMNLP 2025 Does the Emotional Understanding of LVLMs Vary Under High-Stress Environments and Across Different Demographic Attributes? ACL 2025 Does Vision Accelerate Hierarchical Generalization in Neural Language Learners? COLING 2025 Does Visual Grounding Enhance the Understanding of Embodied Knowledge in Large Language Models? EMNLP 2025 Does VLM Classification Benefit from LLM Description Semantics? AAAI 2025 Does Your Vision-Language Model Get Lost in the Long Video Sampling Dilemma? ICCV 2025 DoGA: Enhancing Grounded Object Detection via Grouped Pre-Training with Attributes AAAI 2025