[HTML][HTML] Multimodal Interaction, Interfaces, and Communication: A Survey

E Dritsas, M Trigka, C Troussas, P Mylonas - Multimodal Technologies …, 2025 - mdpi.com
Multimodal interaction is a transformative human-computer interaction (HCI) approach that
allows users to interact with systems through various communication channels such as …

LoRA-FAIR: Federated LoRA Fine-Tuning with Aggregation and Initialization Refinement

J Bian, L Wang, L Zhang, J Xu - arxiv preprint arxiv:2411.14961, 2024 - arxiv.org
Foundation models (FMs) achieve strong performance across diverse tasks with task-
specific fine-tuning, yet full parameter fine-tuning is often computationally prohibitive for …

[PDF][PDF] Advancing Heterogeneous Resource Allocation for Multimodal Learning and Risk Measurement

J Wang, W Chen, YLH Sun, X Zhang, L Zhao - researchgate.net
Multimodal learning involves integrating information from various sources to improve
learning outcomes, yet it faces significant challenges in the effective allocation of resources …