Multimodal Learning

Mitigating Audiovisual Mismatch in Visual-Guide Audio Captioning Interspeech 2025 Mitigating Hallucination in Large Vision-Language Models through Aligning Attention Distribution to Information Flow EMNLP 2025 Mitigating Hallucination in Multimodal Large Language Model via Hallucination-targeted Direct Preference Optimization ACL 2025 Mitigating Hallucinations in Large Vision-Language Models by Adaptively Constraining Information Flow AAAI 2025 Mitigating Hallucinations in Large Vision-Language Models by Self-Injecting Hallucinations EMNLP 2025 Mitigating Hallucinations in Large Vision-Language Models via DPO: On-Policy Data Hold the Key CVPR 2025 Mitigating Hallucinations in Large Vision-Language Models via Entity-Centric Multimodal Preference Optimization EMNLP 2025 Mitigating Hallucinations in Large Vision-Language Models via Summary-Guided Decoding NAACL 2025 Mitigating Hallucinations in Multi-modal Large Language Models via Image Token Attention-Guided Decoding NAACL 2025 Mitigating Hallucinations in Multimodal Spatial Relations through Constraint-Aware Prompting NAACL 2025 Mitigating Hallucinations in Vision-Language Models through Image-Guided Head Suppression EMNLP 2025 Mitigating Interviewer Bias in Multimodal Depression Detection: An Approach with Adversarial Learning and Contextual Positional Encoding EMNLP 2025 Mitigating Modality Prior-Induced Hallucinations in Multimodal Large Language Models via Deciphering Attention Causality ICLR 2025 Mitigating Object Hallucination in MLLMs via Data-augmented Phrase-level Alignment ICLR 2025 Mitigating Object Hallucinations in Large Vision-Language Models with Assembly of Global and Local Attention CVPR 2025 Mitigating Object Hallucinations in MLLMs via Multi-Frequency Perturbations EMNLP 2025 Mitigating Object Hallucinations via Sentence-Level Early Intervention ICCV 2025 Mitigating Pervasive Modality Absence Through Multimodal Generalization and Refinement AAAI 2025 Mitigating Spurious Correlations in Zero-Shot Multimodal Models ICLR 2025 Mitigating the Discrepancy Between Video and Text Temporal Sequences: A Time-Perception Enhanced Video Grounding method for LLM COLING 2025 Mitigating Visual Forgetting via Take-along Visual Conditioning for Multi-modal Long CoT Reasoning ACL 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 Mixed Patch Visible-Infrared Modality Agnostic Object Detection WACV 2025 Mixed Signals: Decoding VLMs’ Reasoning and Underlying Bias in Vision-Language Conflict EMNLP 2025