Federated Fine-Tuning of LLMs on the Very Edge: The Good, the Bad, the Ugly
- Herbert Woisetschläger
- Alexander Erben
- et al.
- 2024
- SIGMOD 2024
Publications
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91 results for Shiqiang Wang
Sketch to Skip and Select: Communication Efficient Federated Learning using Locality Sensitive Hashing
- Georgios Kollias
- Theodoros Salonidis
- et al.
- 2022
- fl-ijcai 2022
Red/LeD: An asymptotically optimal and scalable online algorithm for service caching at the edge
- Tao Zhao
- I.-Hong Hou
- et al.
- 2018
- IEEE J-SAC
Online Placement of Multi-Component Applications in Edge Computing Environments
- Shiqiang Wang
- Murtaza Zafer
- et al.
- 2017
- IEEE Access
Laplacian Matrix Sampling for Communication- Efficient Decentralized Learning
- Cho-Chun Chiu
- Xusheng Zhang
- et al.
- 2023
- IEEE J-SAC
Use Coupled LSTM Networks to Solve Constrained Optimization Problems
- Zheyu Chen
- Kin K. Leung
- et al.
- 2023
- IEEE TCCN
Collaborative Learning-Based Scheduling for <italic>Kubernetes</italic>-Oriented Edge-Cloud Network
- Shihao Shen
- Yiwen Han
- et al.
- 2023
- IEEE/ACM TON
Adaptive Federated Pruning in Hierarchical Wireless Networks
- Xiaonan Liu
- Shiqiang Wang
- et al.
- 2023
- IEEE TWC
Communication-Efficient k-Means for Edge-Based Machine Learning
- Hanlin Lu
- Ting He
- et al.
- 2022
- IEEE TPDS
Cross-Silo Federated Learning for Multi-Tier Networks with Vertical and Horizontal Data Partitioning
- Anirban Das
- Timothy Castiglia
- et al.
- 2022
- ACM TIST