Imagen de Portada

H3M-SSMoEs: Hypergraph-based Multimodal Learning with LLM Reasoning and Style-Structured Mixture of Experts

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Tan, Peilin, Xie, Liang, Zhi, Churan, Tu, Dian, Shi, Chuanqi
Formato:	Preprint
Publicado:	2025
Materias:	Artificial Intelligence
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

MaGNet: A Mamba Dual-Hypergraph Network for Stock Prediction via Temporal-Causal and Global Relational Learning
por: Tan, Peilin, et al.
Publicado: (2025)

SEER-MoE: Sparse Expert Efficiency through Regularization for Mixture-of-Experts
por: Muzio, Alexandre, et al.
Publicado: (2024)

Metis-HOME: Hybrid Optimized Mixture-of-Experts for Multimodal Reasoning
por: Lan, Xiaohan, et al.
Publicado: (2025)

CuMo: Scaling Multimodal LLM with Co-Upcycled Mixture-of-Experts
por: Li, Jiachen, et al.
Publicado: (2024)

Mixture of Style Experts for Diverse Image Stylization
por: Zhu, Shihao, et al.
Publicado: (2026)

Mixture-of-Retrieval Experts for Reasoning-Guided Multimodal Knowledge Exploitation
por: Peng, Chunyi, et al.
Publicado: (2025)

Mixpert: Mitigating Multimodal Learning Conflicts with Efficient Mixture-of-Vision-Experts
por: He, Xin, et al.
Publicado: (2025)

MoDoMoDo: Multi-Domain Data Mixtures for Multimodal LLM Reinforcement Learning
por: Liang, Yiqing, et al.
Publicado: (2025)

Confusing Pair Correction Based on Category Prototype for Domain Adaptation under Noisy Environments
por: Zhi, Churan, et al.
Publicado: (2024)

SAME: Stabilized Mixture-of-Experts for Multimodal Continual Instruction Tuning
por: Xie, Zhen-Hao, et al.
Publicado: (2026)

CoSMoEs: Compact Sparse Mixture of Experts
por: Huber, Patrick, et al.
Publicado: (2025)

Style Mixture of Experts for Expressive Text-To-Speech Synthesis
por: Jawaid, Ahad, et al.
Publicado: (2024)

M3LLM: Model Context Protocol-aided Mixture of Vision Experts For Multimodal LLMs in Networks
por: Zeng, Yongjie, et al.
Publicado: (2025)

NumCoKE: Ordinal-Aware Numerical Reasoning over Knowledge Graphs with Mixture-of-Experts and Contrastive Learning
por: Yin, Ming, et al.
Publicado: (2024)

MMoE: Enhancing Multimodal Models with Mixtures of Multimodal Interaction Experts
por: Yu, Haofei, et al.
Publicado: (2023)

MGSfM: Multi-Camera Geometry Driven Global Structure-from-Motion
por: Tao, Peilin, et al.
Publicado: (2025)

SEMC: Structure-Enhanced Mixture-of-Experts Contrastive Learning for Ultrasound Standard Plane Recognition
por: Cai, Qing, et al.
Publicado: (2025)

Modeling Expert Interactions in Sparse Mixture of Experts via Graph Structures
por: Nguyen-Nhat, Minh-Khoi, et al.
Publicado: (2025)

Neural Algorithmic Reasoning for Hypergraphs with Looped Transformers
por: Huang, Zekai, et al.
Publicado: (2025)

Multimodal LLM With Hierarchical Mixture-of-Experts for VQA on 3D Brain MRI
por: Vepa, Arvind Murari, et al.
Publicado: (2025)

Theory on Mixture-of-Experts in Continual Learning
por: Li, Hongbo, et al.
Publicado: (2024)

Mixture-of-Experts Meets In-Context Reinforcement Learning
por: Wu, Wenhao, et al.
Publicado: (2025)

Mixture of Experts based Multi-task Supervise Learning from Crowds
por: Han, Tao, et al.
Publicado: (2024)

Deep Semantic Graph Learning via LLM based Node Enhancement
por: Shi, Chuanqi, et al.
Publicado: (2025)

Dynamic Mixture-of-Experts for Incremental Graph Learning
por: Kong, Lecheng, et al.
Publicado: (2025)

Toward Structural Multimodal Representations: Specialization, Selection, and Sparsification via Mixture-of-Experts
por: Choi, Hahyeon, et al.
Publicado: (2026)

AnyExperts: On-Demand Expert Allocation for Multimodal Language Models with Mixture of Expert
por: Gao, Yuting, et al.
Publicado: (2025)

Distributionally Robust Multimodal Machine Learning
por: Yang, Peilin, et al.
Publicado: (2025)

Mixture of Lookup Experts
por: Jie, Shibo, et al.
Publicado: (2025)

Efficient Multimodal Streaming Recommendation via Expandable Side Mixture-of-Experts
por: Qu, Yunke, et al.
Publicado: (2025)

Multimodal Anomaly Detection with a Mixture-of-Experts
por: Willibald, Christoph, et al.
Publicado: (2025)

Dynamical Multimodal Fusion with Mixture-of-Experts for Localizations
por: Wang, Bohao, et al.
Publicado: (2025)

Scattered Mixture-of-Experts Implementation
por: Tan, Shawn, et al.
Publicado: (2024)

EEG-Based Multimodal Learning via Hyperbolic Mixture-of-Curvature Experts
por: Zhou, Runhe, et al.
Publicado: (2026)

FLAME: Adaptive Mixture-of-Experts for Continual Multimodal Multi-Task Learning
por: Han, Xing, et al.
Publicado: (2026)

Multimodal Fusion of EHR in Structures and Semantics: Integrating Clinical Records and Notes with Hypergraph and LLM
por: Cui, Hejie, et al.
Publicado: (2024)

Unraveling the Localized Latents: Learning Stratified Manifold Structures in LLM Embedding Space with Sparse Mixture-of-Experts
por: Li, Xin, et al.
Publicado: (2025)

Think Twice Before You Judge: Mixture of Dual Reasoning Experts for Multimodal Sarcasm Detection
por: Jana, Soumyadeep, et al.
Publicado: (2025)

PRoH: Dynamic Planning and Reasoning over Knowledge Hypergraphs for Retrieval-Augmented Generation
por: Zai, Xiangjun, et al.
Publicado: (2025)

On the Spatial Structure of Mixture-of-Experts in Transformers
por: Bershatsky, Daniel, et al.
Publicado: (2025)