Junfan Li

Publication Activity (10 Years)

Years Active: 2018-2024
Publications (10 Years): 19

Top Topics

Kernel Regression

Multi Armed Bandit

Top Venues

Publications

Zheshun Wu, Zenglin Xu, Dun Zeng, Junfan Li, Jie Liu
Topology Learning for Heterogeneous Decentralized Federated Learning Over Unreliable D2D Networks. IEEE Trans. Veh. Technol. 73 (8) (2024)
Yun Liao, Junfan Li, Shizhong Liao, Qinghua Hu, Jianwu Dang
Ahpatron: A New Budgeted Online Kernel Learning Machine with Tighter Mistake Bound. AAAI (2024)
Junfan Li, Shizhong Liao
Learnability in Online Kernel Selection with Memory Constraint via Data-dependent Regret Analysis. CoRR (2024)
Junfan Li, Zenglin Xu, Zheshun Wu, Irwin King
On the Necessity of Collaboration in Online Model Selection with Decentralized Data. CoRR (2024)
Zheshun Wu, Zenglin Xu, Dun Zeng, Junfan Li, Jie Liu
Topology Learning for Heterogeneous Decentralized Federated Learning over Unreliable D2D Networks. CoRR (2023)
Junfan Li, Shizhong Liao
Nearly Optimal Algorithms with Sublinear Computational Complexity for Online Kernel Regression. CoRR (2023)
Yun Liao, Junfan Li, Shizhong Liao, Qinghua Hu, Jianwu Dang
Ahpatron: A New Budgeted Online Kernel Learning Machine with Tighter Mistake Bound. CoRR (2023)
Junfan Li, Shizhong Liao
Improved Regret Bounds for Online Kernel Selection under Bandit Feedback. CoRR (2023)
Junfan Li, Shizhong Liao
Nearly Optimal Algorithms with Sublinear Computational Complexity for Online Kernel Regression. ICML (2023)
Junfan Li, Shizhong Liao
Improved Kernel Alignment Regret Bound for Online Kernel Learning. AAAI (2023)
Junfan Li, Shizhong Liao
Worst-case regret analysis of computationally budgeted online kernel selection. Mach. Learn. 111 (3) (2022)
Junfan Li, Shizhong Liao
Improved Regret Bounds for Online Kernel Selection Under Bandit Feedback. ECML/PKDD (4) (2022)
Junfan Li, Shizhong Liao
Improved Kernel Alignment Regret Bound for Online Kernel Learning. CoRR (2022)
Shizhong Liao, Junfan Li
High-Probability Kernel Alignment Regret Bounds for Online Kernel Selection. ECML/PKDD (1) (2021)
Yunfei Yao, Junfan Li, Shizhong Liao
A New Learning Algorithm with General Loss for Neural Networks with Random Weights. ICTAI (2020)
Junfan Li, Shizhong Liao
Online Kernel Selection via Grouped Adversarial Bandit Model. ICTAI (2019)
Junfan Li, Shizhong Liao
在线核选择的对抗式多臂赌博机模型 (Adversarial Multi-armed Bandit Model with Online Kernel Selection). 计算机科学 46 (1) (2019)
Junfan Li, Shizhong Liao
An Online Kernel Selection Wrapper via Multi-Armed Bandit Model. ICPR (2018)
Junfan Li, Shizhong Liao
Online Kernel Selection with Multiple Bandit Feedbacks in Random Feature Space. KSEM (2) (2018)