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Multimodal Learning

13,057 papers

Papers per year

Papers

Measuring Cross-Modal Interactions in Multimodal Models AAAI 2025
Spiking Point Transformer for Point Cloud Classification AAAI 2025
Pilot: Building the Federated Multimodal Instruction Tuning Framework AAAI 2025
Quality over Quantity: Boosting Data Efficiency Through Ensembled Multimodal Data Curation AAAI 2025
Towards Multimodal Sentiment Analysis via Hierarchical Correlation Modeling with Semantic Distribution Constraints AAAI 2025
Explanation Bottleneck Models AAAI 2025
Fit and Prune: Fast and Training-free Visual Token Pruning for Multi-modal Large Language Models AAAI 2025
Exploring the Better Multimodal Synergy Strategy for Vision-Language Models AAAI 2025
S²MILE: Semantic-and-Structure-Aware Music-Driven Lyric Generation AAAI 2025
BiMAC: Bidirectional Multimodal Alignment in Contrastive Learning AAAI 2025
Zero-Shot Image Captioning with Multi-type Entity Representations AAAI 2025
Text-Guided Nonverbal Enhancement Based on Modality-Invariant and -Specific Representations for Video Speaking Style Recognition AAAI 2025
DiffCLIP: Few-shot Language-driven Multimodal Classifier AAAI 2025
A-VL: Adaptive Attention for Large Vision-Language Models AAAI 2025
MalDetectFormer: Leveraging Sparse SpatioTemporal Information for Effective Malicious Traffic Detection AAAI 2025
Attention Bootstrapping for Multi-Modal Test-Time Adaptation AAAI 2025
ProtCLIP: Function-Informed Protein Multi-Modal Learning AAAI 2025
GVMGen: A General Video-to-Music Generation Model with Hierarchical Attentions AAAI 2025
Mitigating Hallucinations in Large Vision-Language Models by Adaptively Constraining Information Flow AAAI 2025
Text2midi: Generating Symbolic Music from Captions AAAI 2025
MEDSAGE: Enhancing Robustness of Medical Dialogue Summarization to ASR Errors with LLM-generated Synthetic Dialogues AAAI 2025
CoMT: A Novel Benchmark for Chain of Multi-modal Thought on Large Vision-Language Models AAAI 2025
Audio Entailment: Assessing Deductive Reasoning for Audio Understanding AAAI 2025
FigStep: Jailbreaking Large Vision-Language Models via Typographic Visual Prompts AAAI 2025
DEQA: Descriptions Enhanced Question-Answering Framework for Multimodal Aspect-Based Sentiment Analysis AAAI 2025