Tag: Resource Allocation

All the articles with the tag "Resource Allocation".

• Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks

  Published: 8 May, 2025 |  at  10:21 AM

  

  88.19 🤔

  This paper proposes a task-oriented semantic communication framework for LMM-based vehicle AI, using LLaVA with Semantic Matching for efficient image slicing and Fusion Attention-based power allocation to prioritize critical data transmission, achieving significant accuracy improvements (up to 33.1% at low SNR) in traffic VQA tasks.

• StreamRL: Scalable, Heterogeneous, and Elastic RL for LLMs with Disaggregated Stream Generation

  Published: 4 May, 2025 |  at  04:29 PM

  

  79.93 🤔

  本文提出 StreamRL 框架，通过分离式流生成架构优化 RL 训练，解决了流水线和偏斜气泡问题，提高了 LLMs RL 训练的吞吐量和成本效率。