Liu, Jianchun

1. Accelerating End-Cloud Collaborative Inference via Near Bubble-free Pipeline Optimization
   2024/12/17 by Gao, Luyao, Liu, Jianchun, Xu, Hongli +3 · 6 citations
   #Distributed #FOS: Computer and information sciences #Parallel #and Cluster Computing (cs.DC)
2. Top-nσ: Not All Logits Are You Need
   2024/11/12 by Chenxia Tang, Tang, Chenxia, Jianchun Liu +5 · 1 voice · 3 citations
   Social Sciences · #Multimedia Communication and Technology
3. FedQuad: Adaptive Layer-wise LoRA Deployment and Activation Quantization for Federated Fine-Tuning
   2025/06/01 by Rukuo Li, Jianchun Liu, Li, Rukuo +5 · 6 citations
   Computer Science · Engineering · #CCD and CMOS Imaging Sensors #Distributed #FOS: Computer and information sciences #Medical Image Segmentation Techniques #Parallel #Robotics and Sensor-Based Localization #and Cluster Computing (cs.DC)
4. Mitigating Catastrophic Forgetting with Adaptive Transformer Block Expansion in Federated Fine-Tuning
   2025/06/06 by Huo, Yujia, Liu, Jianchun, Xu, Hongli +3 · 6 citations
   #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
5. Accelerating Mixture-of-Expert Inference with Adaptive Expert Split Mechanism
   2025/09/10 by Yan, Jiaming, Liu, Jianchun, Xu, Hongli +1 · 6 citations
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
6. Collaborative Speculative Inference for Efficient LLM Inference Serving
   2025/03/13 by Luyao Gao, Gao, Luyao, Jianchun Liu +9 · 2 citations
   Computer Science · #Distributed #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Natural Language Processing Techniques #Parallel #Topic Modeling #and Cluster Computing (cs.DC)
7. Adaptive Parameter-Efficient Federated Fine-Tuning on Heterogeneous Devices
   2024/12/28 by Jun Liu, Yunming Liao, Liu, Jun +8 · 1 citation
   Computer Science · #Artificial Intelligence (cs.AI) #Cellular Automata and Applications #Distributed #FOS: Computer and information sciences #Networking and Internet Architecture (cs.NI) #Neural Networks and Applications #Parallel #Parallel Computing and Optimization Techniques #and Cluster Computing (cs.DC)
8. Towards Communication-Efficient Decentralized Federated Graph Learning over Non-IID Data
   2025/09/10 by Shilong Wang, Jianchun Liu, Wang, Shilong +8 · 5 citations
   Computer Science · #Advanced Graph Neural Networks #Privacy-Preserving Technologies in Data #Mobile Crowdsensing and Crowdsourcing