Junfan Li

28 papers A* 5B 3Journal 17Unranked 3
YearRankTypeTitle / Venue / Authors
2026 J jnl
DARC: Disagreement-Aware Alignment via Risk-Constrained Decoding.
CoRR
Mingxi Zou, Jiaxiang Chen, Junfan Li, Langzhang Liang, Qifan Wang, Yinghui Xu, Zenglin Xu
2026 J jnl
Integrating Large Language Models into Traffic Systems: Integration Levels, Capability Boundaries, and an Information-Theoretic Perspective.
Entropy
Wenwen Tu, Junfan Li, Feng Xiao, Xiaosa Wang, Yong Lu
2026 J jnl
Online Optimization for Learning to Communicate Over Time-Correlated Channels.
IEEE Trans. Cogn. Commun. Netw.
Zheshun Wu, Junfan Li, Zenglin Xu, Sumei Sun, Jie Liu
2025 A* conf
A Polynomial-time Algorithm for Online Sparse Linear Regression with Improved Regret Bound under Weaker Conditions.
COLT
Junfan Li, Shizhong Liao, Zenglin Xu, Liqiang Nie
2025 J jnl
A Polynomial-time Algorithm for Online Sparse Linear Regression with Improved Regret Bound under Weaker Conditions.
CoRR
Junfan Li, Shizhong Liao, Zenglin Xu, Liqiang Nie
2024 A* conf
Ahpatron: A New Budgeted Online Kernel Learning Machine with Tighter Mistake Bound.
AAAI
Yun Liao, Junfan Li, Shizhong Liao, Qinghua Hu, Jianwu Dang
2024 J jnl
DOTA: Distributional Test-Time Adaptation of Vision-Language Models.
CoRR
Zongbo Han, Jialong Yang, Junfan Li, Qinghua Hu, Qianli Xu, Mike Zheng Shou, Changqing Zhang
2024 J jnl
FedCVD: The First Real-World Federated Learning Benchmark on Cardiovascular Disease Data.
CoRR
Yukun Zhang, Guanzhong Chen, Zenglin Xu, Jianyong Wang, Dun Zeng, Junfan Li, Jinghua Wang, Yuan Qi, Irwin King
2024 J jnl
Learnability in Online Kernel Selection with Memory Constraint via Data-dependent Regret Analysis.
CoRR
Junfan Li, Shizhong Liao
2024 A* conf
On the Necessity of Collaboration for Online Model Selection with Decentralized Data.
NeurIPS
Junfan Li, Zheshun Wu, Zenglin Xu, Irwin King
2024 J jnl
On the Necessity of Collaboration in Online Model Selection with Decentralized Data.
CoRR
Junfan Li, Zenglin Xu, Zheshun Wu, Irwin King
2024 J jnl
Online Optimization for Learning to Communicate over Time-Correlated Channels.
CoRR
Zheshun Wu, Junfan Li, Zenglin Xu, Sumei Sun, Jie Liu
2024 J jnl
Topology Learning for Heterogeneous Decentralized Federated Learning Over Unreliable D2D Networks.
IEEE Trans. Veh. Technol.
Zheshun Wu, Zenglin Xu, Dun Zeng, Junfan Li, Jie Liu
2023 J jnl
Ahpatron: A New Budgeted Online Kernel Learning Machine with Tighter Mistake Bound.
CoRR
Yun Liao, Junfan Li, Shizhong Liao, Qinghua Hu, Jianwu Dang
2023 A* conf
Improved Kernel Alignment Regret Bound for Online Kernel Learning.
AAAI
Junfan Li, Shizhong Liao
2023 J jnl
Improved Regret Bounds for Online Kernel Selection under Bandit Feedback.
CoRR
Junfan Li, Shizhong Liao
2023 A* conf
Nearly Optimal Algorithms with Sublinear Computational Complexity for Online Kernel Regression.
ICML
Junfan Li, Shizhong Liao
2023 J jnl
Nearly Optimal Algorithms with Sublinear Computational Complexity for Online Kernel Regression.
CoRR
Junfan Li, Shizhong Liao
2023 J jnl
Topology Learning for Heterogeneous Decentralized Federated Learning over Unreliable D2D Networks.
CoRR
Zheshun Wu, Zenglin Xu, Dun Zeng, Junfan Li, Jie Liu
2022 J jnl
Improved Kernel Alignment Regret Bound for Online Kernel Learning.
CoRR
Junfan Li, Shizhong Liao
2022 — conf
Improved Regret Bounds for Online Kernel Selection Under Bandit Feedback.
ECML/PKDD (4)
Junfan Li, Shizhong Liao
2022 J jnl
Worst-case regret analysis of computationally budgeted online kernel selection.
Mach. Learn.
Junfan Li, Shizhong Liao
2021 — conf
High-Probability Kernel Alignment Regret Bounds for Online Kernel Selection.
ECML/PKDD (1)
Shizhong Liao, Junfan Li
2020 B conf
A New Learning Algorithm with General Loss for Neural Networks with Random Weights.
ICTAI
Yunfei Yao, Junfan Li, Shizhong Liao
2019 B conf
Online Kernel Selection via Grouped Adversarial Bandit Model.
ICTAI
Junfan Li, Shizhong Liao
2019 J jnl
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
Junfan Li, Shizhong Liao
2018 B conf
An Online Kernel Selection Wrapper via Multi-Armed Bandit Model.
ICPR
Junfan Li, Shizhong Liao
2018 — conf
Online Kernel Selection with Multiple Bandit Feedbacks in Random Feature Space.
KSEM (2)
Junfan Li, Shizhong Liao