Multimodal Learning

Mitigating Hallucinations in Large Vision-Language Models (LVLMs) via Language-Contrastive Decoding (LCD) ACL 2024 Mitigating Hallucinations in Large Vision-Language Models with Instruction Contrastive Decoding ACL 2024 Mitigating Idiom Inconsistency: A Multi-Semantic Contrastive Learning Method for Chinese Idiom Reading Comprehension AAAI 2024 Mitigating Linguistic Artifacts in Emotion Recognition for Conversations from TV Scripts to Daily Conversations COLING 2024 Mitigating Noisy Correspondence by Geometrical Structure Consistency Learning CVPR 2024 Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding CVPR 2024 Mitigating Object Hallucination via Concentric Causal Attention NeurIPS 2024 Mitigating Open-Vocabulary Caption Hallucinations EMNLP 2024 MIVC: Multiple Instance Visual Component for Visual-Language Models WACV 2024 Mixed Type Multimorbidity Variational Autoencoder: A Deep Generative Model for Multimorbidity Analysis MLHC 2024 Mixture-of-Prompt-Experts for Multi-modal Semantic Understanding COLING 2024 Mixtures of Experts for Audio-Visual Learning NeurIPS 2024 MLeVLM: Improve Multi-level Progressive Capabilities based on Multimodal Large Language Model for Medical Visual Question Answering ACL 2024 MLIP: Efficient Multi-Perspective Language-Image Pretraining with Exhaustive Data Utilization ICML 2024 MLLM-as-a-Judge: Assessing Multimodal LLM-as-a-Judge with Vision-Language Benchmark ICML 2024 MLLM-CompBench: A Comparative Reasoning Benchmark for Multimodal LLMs NeurIPS 2024 MLLMGuard: A Multi-dimensional Safety Evaluation Suite for Multimodal Large Language Models NeurIPS 2024 MLLM-Protector: Ensuring MLLM’s Safety without Hurting Performance EMNLP 2024 MMAD:Multi-modal Movie Audio Description COLING 2024 MMA: Multi-Modal Adapter for Vision-Language Models CVPR 2024 MMAPS: End-to-End Multi-Grained Multi-Modal Attribute-Aware Product Summarization COLING 2024 MMAR: Multilingual and Multimodal Anaphora Resolution in Instructional Videos EMNLP 2024 MMBench-Video: A Long-Form Multi-Shot Benchmark for Holistic Video Understanding NeurIPS 2024 MMC: Advancing Multimodal Chart Understanding with Large-scale Instruction Tuning NAACL 2024 MMCert: Provable Defense against Adversarial Attacks to Multi-modal Models CVPR 2024