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Songge Zhang
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2020 – today
- 2025
[j4]Zuguang Li
, Shaohua Wu
, Liang Li
, Songge Zhang
:
Energy-Efficient Split Learning for Fine-Tuning Large Language Models in Edge Networks. IEEE Netw. Lett. 7(3): 176-180 (2025)
[j3]Songge Zhang
, Guoliang Cheng
, Wen Wu
, Xinyu Huang
, Lingyang Song
, Xuemin Shen
:
Split Fine-Tuning for Large Language Models in Wireless Networks. IEEE J. Sel. Top. Signal Process. 19(7): 1376-1391 (2025)
[j2]Songge Zhang
, Wen Wu
, Lingyang Song
, Xuemin Shen
:
Efficient Model Training in Edge Networks With Hierarchical Split Learning. IEEE Trans. Mob. Comput. 24(10): 10214-10229 (2025)
[c4]Zuguang Li
, Dongyuan Ou
, Wen Wu
, Songge Zhang
, Shaohua Wu
, Xuemin (Sherman) Shen
:
Demo: Split-and-Pipeline: Collaborative Large Model Inference on Edge Devices. MobiCom 2025: 1207-1209
[i4]Songge Zhang, Guoliang Cheng, Xinyu Huang, Zuguang Li, Wen Wu
, Lingyang Song, Xuemin Shen:
Split Fine-Tuning for Large Language Models in Wireless Networks. CoRR abs/2501.09237 (2025)
[i3]Songge Zhang, Guoliang Cheng, Zuguang Li, Wen Wu
:
SplitLLM: Hierarchical Split Learning for Large Language Model over Wireless Network. CoRR abs/2501.13318 (2025)- 2024
[c3]Songge Zhang, Guoliang Cheng, Zuguang Li, Wen Wu:
SplitLLM: Hierarchical Split Learning for Large Language Model over Wireless Network. GLOBECOM (Workshops) 2024: 1-6
[i2]Zuguang Li, Shaohua Wu, Liang Li, Songge Zhang:
Energy-Efficient Split Learning for Fine-Tuning Large Language Models in Edge Networks. CoRR abs/2412.00090 (2024)- 2023
[c2]Songge Zhang, Haoyu Tu, Zuguang Li, Shengbo Liu, Shaofeng Li, Wen Wu
, Xuemin Sherman Shen:
Cluster-HSFL: A Cluster-Based Hybrid Split and Federated Learning. ICCC 2023: 1-2
[c1]Songge Zhang, Wen Wu
, Penghui Hu, Shaofeng Li, Ning Zhang:
Split Federated Learning: Speed up Model Training in Resource-Limited Wireless Networks. ICDCS 2023: 985-986
[i1]Songge Zhang, Wen Wu
, Penghui Hu, Shaofeng Li, Ning Zhang:
Split Federated Learning: Speed up Model Training in Resource-Limited Wireless Networks. CoRR abs/2305.18889 (2023)- 2021
[j1]Songge Zhang
, Jianshan Zhou
, Daxin Tian
, Zhengguo Sheng
, Xuting Duan
, Victor C. M. Leung
:
Robust Cooperative Communication Optimization for Multi-UAV-Aided Vehicular Networks. IEEE Wirel. Commun. Lett. 10(4): 780-784 (2021)
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