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Fan Lai
ORCID
Publication Activity (10 Years)
Years Active: 2016-2024
Publications (10 Years): 41
Top Topics
Communication Systems
Tractable Classes
Blended Learning
Constraint Satisfaction
Top Venues
CoRR
IEEE Trans. Veh. Technol.
NSDI
GLOBECOM
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Publications
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Qinyi Luo
,
Penghan Wang
,
Wei Zhang
,
Fan Lai
,
Jiachen Mao
,
Xiaohan Wei
,
Jun Song
,
Wei-Yu Tsai
,
Shuai Yang
,
Yuxi Hu
,
Xuehai Qian
Fine-Grained Embedding Dimension Optimization During Training for Recommender Systems.
CoRR
(2024)
Yuxuan Zhu
,
Jiachen Liu
,
Mosharaf Chowdhury
,
Fan Lai
FedTrans: Efficient Federated Learning via Multi-Model Transformation.
CoRR
(2024)
Haizhong Zheng
,
Xiaoyan Bai
,
Beidi Chen
,
Fan Lai
,
Atul Prakash
Learn To be Efficient: Build Structured Sparsity in Large Language Models.
CoRR
(2024)
Yuxuan Zhu
,
Jiachen Liu
,
Mosharaf Chowdhury
,
Fan Lai
FedTrans: Efficient Federated Learning via Multi-Model Transformation.
MLSys
(2024)
Naichen Shi
,
Fan Lai
,
Raed Al Kontar
,
Mosharaf Chowdhury
Fed-ensemble: Ensemble Models in Federated Learning for Improved Generalization and Uncertainty Quantification.
IEEE Trans Autom. Sci. Eng.
21 (3) (2024)
Jiachen Liu
,
Zhiyu Wu
,
Jae-Won Chung
,
Fan Lai
,
Myungjin Lee
,
Mosharaf Chowdhury
Andes: Defining and Enhancing Quality-of-Experience in LLM-Based Text Streaming Services.
CoRR
(2024)
Fan Lai
,
Cheng-Xiang Wang
,
Jie Huang
,
Xiqi Gao
,
Fu-Chun Zheng
A Novel Beam Domain Channel Model for B5G Massive MIMO Wireless Communication Systems.
IEEE Trans. Veh. Technol.
72 (4) (2023)
Fan Lai
,
Cheng-Xiang Wang
,
Jie Huang
,
Rui Feng
,
Xiqi Gao
,
Fu-Chun Zheng
A Novel 3D Non-Stationary Massive MIMO Channel Model for Shortwave Communication Systems.
IEEE Trans. Commun.
71 (9) (2023)
Rui Chen
,
Fan Lai
,
Yanmei Li
,
Xuan Wang
Genetic Programming-Enabled Prediction for Students Academic Performance in Blended Learning.
ICETC
(2023)
Fan Lai
,
Wei Zhang
,
Rui Liu
,
William Tsai
,
Xiaohan Wei
,
Yuxi Hu
,
Sabin Devkota
,
Jianyu Huang
,
Jongsoo Park
,
Xing Liu
,
Zeliang Chen
,
Ellie Wen
,
Paul Rivera
,
Jie You
,
Chun-cheng Jason Chen
,
Mosharaf Chowdhury
AdaEmbed: Adaptive Embedding for Large-Scale Recommendation Models.
OSDI
(2023)
Yi Zheng
,
Cheng-Xiang Wang
,
Runruo Yang
,
Long Yu
,
Fan Lai
,
Jie Huang
,
Rui Feng
,
Chao Wang
,
Chao Li
,
Zhimeng Zhong
Ultra-Massive MIMO Channel Measurements at 5.3 GHz and a General 6G Channel Model.
IEEE Trans. Veh. Technol.
72 (1) (2023)
Yiding Wang
,
Decang Sun
,
Kai Chen
,
Fan Lai
,
Mosharaf Chowdhury
Egeria: Efficient DNN Training with Knowledge-Guided Layer Freezing.
EuroSys
(2023)
Fan Lai
,
Yinwei Dai
,
Harsha V. Madhyastha
,
Mosharaf Chowdhury
ModelKeeper: Accelerating DNN Training via Automated Training Warmup.
NSDI
(2023)
Haizhong Zheng
,
Rui Liu
,
Fan Lai
,
Atul Prakash
Coverage-centric Coreset Selection for High Pruning Rates.
ICLR
(2023)
Ji Bian
,
Cheng-Xiang Wang
,
Rui Feng
,
Yu Liu
,
Wenqi Zhou
,
Fan Lai
,
Xiqi Gao
A Novel 3D Beam Domain Channel Model for Massive MIMO Communication Systems.
IEEE Trans. Wirel. Commun.
22 (3) (2023)
Sanjay Sri Vallabh Singapuram
,
Chuheng Hu
,
Fan Lai
,
Chengsong Zhang
,
Mosharaf Chowdhury
Flamingo: A User-Centric System for Fast and Energy-Efficient DNN Training on Smartphones.
DistributedML@CoNEXT
(2023)
Jiachen Liu
,
Fan Lai
,
Ding Ding
,
Yiwen Zhang
,
Mosharaf Chowdhury
Venn: Resource Management Across Federated Learning Jobs.
CoRR
(2023)
Jiachen Liu
,
Fan Lai
,
Yinwei Dai
,
Aditya Akella
,
Harsha V. Madhyastha
,
Mosharaf Chowdhury
Auxo: Efficient Federated Learning via Scalable Client Clustering.
SoCC
(2023)
Xuan Wang
,
Yanmei Li
,
Fan Lai
,
Xiangliang Li
Predicting Students Performance in SPOC-Based Blended Learning.
ICCSE (2)
(2022)
Sanjay Sri Vallabh Singapuram
,
Fan Lai
,
Chuheng Hu
,
Mosharaf Chowdhury
Swan: A Neural Engine for Efficient DNN Training on Smartphone SoCs.
CoRR
(2022)
Jiachen Liu
,
Fan Lai
,
Yinwei Dai
,
Aditya Akella
,
Harsha V. Madhyastha
,
Mosharaf Chowdhury
Auxo: Heterogeneity-Mitigating Federated Learning via Scalable Client Clustering.
CoRR
(2022)
Rui Feng
,
Cheng-Xiang Wang
,
Jie Huang
,
Yi Zheng
,
Fan Lai
,
Wenqi Zhou
Mutual Coupling Analysis of 6G Ultra-Massive MIMO Channel Measurements and Models.
ICC
(2022)
Fan Lai
,
Yinwei Dai
,
Sanjay Sri Vallabh Singapuram
,
Jiachen Liu
,
Xiangfeng Zhu
,
Harsha V. Madhyastha
,
Mosharaf Chowdhury
FedScale: Benchmarking Model and System Performance of Federated Learning at Scale.
ICML
(2022)
Yiding Wang
,
Decang Sun
,
Kai Chen
,
Fan Lai
,
Mosharaf Chowdhury
Efficient DNN Training with Knowledge-Guided Layer Freezing.
CoRR
(2022)
Haizhong Zheng
,
Rui Liu
,
Fan Lai
,
Atul Prakash
Coverage-centric Coreset Selection for High Pruning Rates.
CoRR
(2022)
Fan Lai
,
Yinwei Dai
,
Xiangfeng Zhu
,
Mosharaf Chowdhury
FedScale: Benchmarking Model and System Performance of Federated Learning.
CoRR
(2021)
Fan Lai
,
Xiangfeng Zhu
,
Harsha V. Madhyastha
,
Mosharaf Chowdhury
Oort: Efficient Federated Learning via Guided Participant Selection.
OSDI
(2021)
Naichen Shi
,
Fan Lai
,
Raed Al Kontar
,
Mosharaf Chowdhury
Fed-ensemble: Improving Generalization through Model Ensembling in Federated Learning.
CoRR
(2021)
Fan Lai
,
Yinwei Dai
,
Xiangfeng Zhu
,
Harsha V. Madhyastha
,
Mosharaf Chowdhury
FedScale: Benchmarking Model and System Performance of Federated Learning.
ResilientFL
(2021)
Fan Lai
,
Cheng-Xiang Wang
,
Jie Huang
,
Xiqi Gao
,
Fu-Chun Zheng
A Novel Massive MIMO Beam Domain Channel Model.
WCNC
(2020)
Fan Lai
,
Jie You
,
Xiangfeng Zhu
,
Harsha V. Madhyastha
,
Mosharaf Chowdhury
Sol: Fast Distributed Computation Over Slow Networks.
NSDI
(2020)
Fan Lai
,
Xiangfeng Zhu
,
Harsha V. Madhyastha
,
Mosharaf Chowdhury
Oort: Informed Participant Selection for Scalable Federated Learning.
CoRR
(2020)
Fan Lai
,
Mosharaf Chowdhury
,
Harsha V. Madhyastha
To Relay or Not to Relay for Inter-Cloud Transfers?
HotCloud
(2018)
Fan Lai
,
Carlos F. López
,
Xiqi Gao
,
Cheng-Xiang Wang
,
Fuchun Zheng
Analysis of Performances for Three Massive MIMO Channel Models.
WCSP
(2018)
Ying Cui
,
Muriel Médard
,
Edmund M. Yeh
,
Douglas J. Leith
,
Fan Lai
,
Ken R. Duffy
A Linear Network Code Construction for General Integer Connections Based on the Constraint Satisfaction Problem.
IEEE/ACM Trans. Netw.
25 (6) (2017)
Ying Cui
,
Fan Lai
,
Stephen V. Hanly
,
Philip Whiting
Optimal Caching and User Association in Cache-Enabled Heterogeneous Wireless Networks.
GLOBECOM
(2016)
Ying Cui
,
Fan Lai
,
Edmund M. Yeh
,
Ran Liu
Enhanced VIP Algorithms for Forwarding, Caching, and Congestion Control in Named Data Networks.
CoRR
(2016)
Fan Lai
,
Feng Qiu
,
Wenjie Bian
,
Ying Cui
,
Edmund M. Yeh
Scaled VIP Algorithms for Joint Dynamic Forwarding and Caching in Named Data Networks.
CoRR
(2016)
Fan Lai
,
Feng Qiu
,
Wenjie Bian
,
Ying Cui
,
Edmund M. Yeh
Scaled VIP Algorithms for Joint Dynamic Forwarding and Caching in Named Data Networks.
ICN
(2016)
Ying Cui
,
Fan Lai
,
Edmund M. Yeh
,
Ran Liu
Enhanced VIP Algorithms for Forwarding, Caching, and Congestion Control in Named Data Networks.
GLOBECOM
(2016)
Ying Cui
,
Fan Lai
,
Stephen V. Hanly
,
Philip A. Whiting
Optimal Caching and User Association in Cache-enabled Heterogeneous Wireless Networks.
CoRR
(2016)