Multimodal Learning

Mitigating Object Hallucinations in MLLMs via Multi-Frequency Perturbations EMNLP 2025 Mitigating Pervasive Modality Absence Through Multimodal Generalization and Refinement AAAI 2025 Mitigating Visual Knowledge Forgetting in MLLM Instruction-tuning via Modality-decoupled Gradient Descent EMNLP 2025 Mixed-Curvature Multi-Modal Knowledge Graph Completion AAAI 2025 Mixture-of-Attack-Experts with Class Regularization for Unified Physical-Digital Face Attack Detection AAAI 2025 Mixture of Languages: Improved Multilingual Encoders Through Language Grouping EMNLP 2025 Mixture of Multimodal Adapters for Sentiment Analysis NAACL 2025 Mixture-of-Scores: Robust Image-Text Data Valuation via Three Lines of Code ICCV 2025 MLAN: Language-Based Instruction Tuning Preserves and Transfers Knowledge in Multimodal Language Models ACL 2025 M-LLM Based Video Frame Selection for Efficient Video Understanding CVPR 2025 MMAG: Multimodal Learning for Mucus Anomaly Grading in Nasal Endoscopy via Semantic Attribute Prompting EMNLP 2025 MMDocIR: Benchmarking Multimodal Retrieval for Long Documents EMNLP 2025 MMedPO: Aligning Medical Vision-Language Models with Clinical-Aware Multimodal Preference Optimization ICML 2025 mmFAS: Multimodal Face Anti-Spoofing Using Multi-Level Alignment and Switch-Attention Fusion AAAI 2025 MMGDreamer: Mixed-Modality Graph for Geometry-Controllable 3D Indoor Scene Generation AAAI 2025 MMGIA: Gradient Inversion Attack Against Multimodal Federated Learning via Intermodal Correlation IJCAI 2025 MM-Mixing: Multi-Modal Mixing Alignment for 3D Understanding AAAI 2025 MMS-LLaMA: Efficient LLM-based Audio-Visual Speech Recognition with Minimal Multimodal Speech Tokens ACL 2025 MMTL-UniAD: A Unified Framework for Multimodal and Multi-Task Learning in Assistive Driving Perception CVPR 2025 MM-Verify: Enhancing Multimodal Reasoning with Chain-of-Thought Verification ACL 2025 “Mm, Wat?” Detecting Other-initiated Repair Requests in Dialogue EMNLP 2025 Modalities Contribute Unequally: Enhancing Medical Multi-modal Learning through Adaptive Modality Token Re-balancing ICML 2025 Modality-Agnostic Multimodal Emotion Recognition using a Contrastive Masked Autoencoder Interspeech 2025 Modality-Aware Neuron Pruning for Unlearning in Multimodal Large Language Models ACL 2025 Modality-Specific Speech Enhancement and Noise-Adaptive Fusion for Acoustic and Body-Conduction Microphone Framework Interspeech 2025