mlsanityData to 7 Oct 2026

Semantic-Aware Cooperative Communication and Computation Framework in Vehicular Networks

arXiv 2512.09621 ↗First posted 10 Dec 2025cs.LGcited by 0

Not on the map. Why?

Abstract (arXiv)

Semantic Communication (SC) combined with Vehicular edge computing (VEC) provides an efficient edge task processing paradigm for Internet of Vehicles (IoV). Focusing on highway scenarios, this paper proposes a Tripartite Cooperative Semantic Communication (TCSC) framework, which enables Vehicle Users (VUs) to perform semantic task offloading via Vehicle-to-Infrastructure (V2I) and Vehicle-to-Vehicle (V2V) communications. Considering task latency and the number of semantic symbols, the framework constructs a Mixed-Integer Nonlinear Programming (MINLP) problem, which is transformed into two subproblems. First, we innovatively propose a multi-agent proximal policy optimization task offloading optimization method based on parametric distribution noise (MAPPO-PDN) to solve the optimization problem of the number of semantic symbols; second, linear programming (LP) is used to solve offloading ratio. Simulations show that performance of this scheme is superior to that of other algorithms.

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 9 of its 26 references that are in the map. First posted on arXiv 10 Dec 2025.

Builds on

9 of 26 references.

References · 9

  1. 2019Sentence-BERT: Sentence Embeddings using Siamese BERT-Networkscited by 9,049
  2. 2020Deep Learning Enabled Semantic Communication Systemscited by 282
  3. 2022Resource allocation for text semantic communicationscited by 23
  4. 2024Semantic-Aware Spectrum Sharing in Internet of Vehicles Based on Deep Reinforcement Learningcited by 17
  5. 2024Semantic-Aware Resource Allocation Based on Deep Reinforcement Learning for 5G-V2X HetNetscited by 17
  6. 2024Reconfigurable Intelligent Surface Aided Vehicular Edge Computing: Joint Phase-shift Optimization and Multi-User Power Allocationcited by 5
  7. 2023Energy Consumption Minimization in Secure Multi-antenna UAV-assisted MEC Networks with Channel Uncertaintycited by 3
  8. 2023Resource Optimization for Semantic-Aware Networks with Task Offloadingcited by 2
  9. 2023Computing Offloading and Semantic Compression for Intelligent Computing Tasks in MEC Systemscited by 1

Built on by

Not cited yet.