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Multimodal Learning

13,057 papers

Papers per year

Papers

MoLE:Decoding by Mixture of Layer Experts Alleviates Hallucination in Large Vision-Language Models AAAI 2025
TimeCMA: Towards LLM-Empowered Multivariate Time Series Forecasting via Cross-Modality Alignment AAAI 2025
KPL: Training-Free Medical Knowledge Mining of Vision-Language Models AAAI 2025
Vision-aware Multimodal Prompt Tuning for Uploadable Multi-source Few-shot Domain Adaptation AAAI 2025
CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning AAAI 2025
Enhancing Multi-View Classification Reliability with Adaptive Rejection AAAI 2025
Visual Reinforcement Learning with Residual Action AAAI 2025
TSVC: Tripartite Learning with Semantic Variation Consistency for Robust Image-Text Retrieval AAAI 2025
Vision-Based Generic Potential Function for Policy Alignment in Multi-Agent Reinforcement Learning AAAI 2025
ID-GMLM: Intelligent Decision-Making with Integrated Graph Models and Large Language Models AAAI 2025
OmniCount: Multi-label Object Counting with Semantic-Geometric Priors AAAI 2025
GLEN: Generalized Focal Loss Ensemble of Low-Rank Networks for Calibrated Visual Question Answering AAAI 2025
Assessing Modality Bias in Video Question Answering Benchmarks with Multimodal Large Language Models AAAI 2025
BearLLM: A Prior Knowledge-Enhanced Bearing Health Management Framework with Unified Vibration Signal Representation AAAI 2025
Qsco: A Quantum Scoring Module for Open-Set Supervised Anomaly Detection AAAI 2025
Advancing Retrosynthesis with Retrieval-Augmented Graph Generation AAAI 2025
Multimodal Variational Autoencoder: A Barycentric View AAAI 2025
FedPIA – Permuting and Integrating Adapters Leveraging Wasserstein Barycenters for Finetuning Foundation Models in Multi-Modal Federated Learning AAAI 2025
PatentLMM: Large Multimodal Model for Generating Descriptions for Patent Figures AAAI 2025
Co-Dream: Collaborative Dream Synthesis over Decentralized Models AAAI 2025
IAA: Inner-Adaptor Architecture Empowers Frozen Large Language Model with Multimodal Capabilities AAAI 2025
DLF: Disentangled-Language-Focused Multimodal Sentiment Analysis AAAI 2025
Beyond Accuracy: On the Effects of Fine-Tuning Towards Vision-Language Model’s Prediction Rationality AAAI 2025
Global-Semantic Alignment Distillation for Partial Multi-view Classification AAAI 2025
Multi-View Multi-Label Classification via View-Label Matching Selection AAAI 2025