Multimodal Learning

Walk and Read Less: Improving the Efficiency of Vision-and-Language Navigation via Tuning-Free Multimodal Token Pruning EMNLP 2025 Weaving Context Across Images: Improving Vision-Language Models through Focus-Centric Visual Chains ACL 2025 WebMMU: A Benchmark for Multimodal Multilingual Website Understanding and Code Generation EMNLP 2025 We-Math: Does Your Large Multimodal Model Achieve Human-like Mathematical Reasoning? ACL 2025 What are Foundation Models Cooking in the Post-Soviet World? EMNLP 2025 What's Making That Sound Right Now? Video-centric Audio-Visual Localization ICCV 2025 WildScore: Benchmarking MLLMs in-the-Wild Symbolic Music Reasoning EMNLP 2025 WISE: Weak-Supervision-Guided Step-by-Step Explanations for Multimodal LLMs in Image Classification EMNLP 2025 X-FLoRA: Cross-modal Federated Learning with Modality-expert LoRA for Medical VQA EMNLP 2025 YNU-HPCC at SemEval-2025 Task 1: Enhancing Multimodal Idiomaticity Representation via LoRA and Hybrid Loss Optimization SemEval 2025 ZoomEye: Enhancing Multimodal LLMs with Human-Like Zooming Capabilities through Tree-Based Image Exploration EMNLP 2025 $SE(3)$ Equivariant Ray Embeddings for Implicit Multi-View Depth Estimation NeurIPS 2024 360DVD: Controllable Panorama Video Generation with 360-Degree Video Diffusion Model CVPR 2024 4D-fy: Text-to-4D Generation Using Hybrid Score Distillation Sampling CVPR 2024 4M-21: An Any-to-Any Vision Model for Tens of Tasks and Modalities NeurIPS 2024 AAST-NLP at Multimodal Hate Speech Event Detection 2024 : A Multimodal Approach for Classification of Text-Embedded Images Based on CLIP and BERT-Based Models. EACL 2024 A Closer Look at the CLS Token for Cross-Domain Few-Shot Learning NeurIPS 2024 ActPlan-1K: Benchmarking the Procedural Planning Ability of Visual Language Models in Household Activities EMNLP 2024 Adaptive Image Quality Assessment via Teaching Large Multimodal Model to Compare NeurIPS 2024 Adventures of Trustworthy Vision-Language Models: A Survey AAAI 2024 Aggregate-and-Adapt Natural Language Prompts for Downstream Generalization of CLIP NeurIPS 2024 AHIVE: Anatomy-aware Hierarchical Vision Encoding for Interactive Radiology Report Retrieval CVPR 2024 A Large-Scale Human-Centric Benchmark for Referring Expression Comprehension in the LMM Era NeurIPS 2024 Align Before Adapt: Leveraging Entity-to-Region Alignments for Generalizable Video Action Recognition CVPR 2024 Aligning and Prompting Everything All at Once for Universal Visual Perception CVPR 2024