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Junhong Lin
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2020 – today
- 2025
- [j22]Yusu Hong, Junhong Lin:
High probability bounds on AdaGrad for constrained weakly convex optimization. J. Complex. 86: 101889 (2025) - 2024
- [j21]Hang Xu, Song Li, Junhong Lin:
Convergence of projected subgradient method with sparse or low-rank constraints. Adv. Comput. Math. 50(4): 62 (2024) - [c8]Junhong Lin, Xiaojie Guo, Yada Zhu, Samuel Mitchell, Erik Altman, Julian Shun:
FraudGT: A Simple, Effective, and Efficient Graph Transformer for Financial Fraud Detection. ICAIF 2024: 292-300 - [i22]Hang Xu, Song Li, Junhong Lin:
Nonconvex Deterministic Matrix Completion by Projected Gradient Descent Methods. CoRR abs/2401.06592 (2024) - [i21]Yusu Hong, Junhong Lin:
On Convergence of Adam for Stochastic Optimization under Relaxed Assumptions. CoRR abs/2402.03982 (2024) - [i20]Tan Sun, Junhong Lin:
PAC-Bayesian Adversarially Robust Generalization Bounds for Graph Neural Network. CoRR abs/2402.04038 (2024) - [i19]Jing Su, Chufeng Jiang, Xin Jin, Yuxin Qiao, Tingsong Xiao, Hongda Ma, Rong Wei, Zhi Jing, Jiajun Xu, Junhong Lin:
Large Language Models for Forecasting and Anomaly Detection: A Systematic Literature Review. CoRR abs/2402.10350 (2024) - [i18]Yusu Hong, Junhong Lin:
Revisiting Convergence of AdaGrad with Relaxed Assumptions. CoRR abs/2402.13794 (2024) - [i17]Shufan Pei, Junhong Lin, Wenxi Liu, Tiesong Zhao, Chia-Wen Lin:
Beyond Night Visibility: Adaptive Multi-Scale Fusion of Infrared and Visible Images. CoRR abs/2403.01083 (2024) - [i16]Junhong Lin, Xiaojie Guo, Shuaicheng Zhang, Dawei Zhou, Yada Zhu, Julian Shun:
When Heterophily Meets Heterogeneity: New Graph Benchmarks and Effective Methods. CoRR abs/2407.10916 (2024) - [i15]Yuxin Qiao, Keqin Li, Junhong Lin, Rong Wei, Chufeng Jiang, Yang Luo, Haoyu Yang:
Robust Domain Generalization for Multi-modal Object Recognition. CoRR abs/2408.05831 (2024) - 2023
- [j20]Nanfeng Jiang, Jiawei Luo, Junhong Lin, Weiling Chen, Tiesong Zhao:
Lightweight Semi-supervised Network for Single Image Rain Removal. Pattern Recognit. 137: 109277 (2023) - [j19]Nanfeng Jiang, Junhong Lin, Ting Zhang, Haifeng Zheng, Tiesong Zhao:
Low-Light Image Enhancement via Stage-Transformer-Guided Network. IEEE Trans. Circuits Syst. Video Technol. 33(8): 3701-3712 (2023) - [j18]Junhong Lin, Nanfeng Jiang, Zhentao Zhang, Weiling Chen, Tiesong Zhao:
LMQFormer: A Laplace-Prior-Guided Mask Query Transformer for Lightweight Snow Removal. IEEE Trans. Circuits Syst. Video Technol. 33(11): 6225-6235 (2023) - [c7]Marcel Reimann, Jungeun Won, Hiroyuki Takahashi, Antonio Yaghy, Yunchan Hwang, Stefan B. Ploner, Junhong Lin, Jessica Girgis, Kenneth Lam, Siyu Chen, Nadia K. Waheed, Andreas K. Maier, James G. Fujimoto:
Unsupervised detection of Small Hyperreflective Features in Ultrahigh Resolution Optical Coherence Tomography. Bildverarbeitung für die Medizin 2023: 232-237 - [c6]Junhong Lin, Shufan Pei, Bing Chen, Nanfeng Jiang, Wei Gao, Tiesong Zhao:
LDRM: Degradation Rectify Model for Low-light Imaging via Color-Monochrome Cameras. ACM Multimedia 2023: 8406-8414 - [i14]Marcel Reimann, Jungeun Won, Hiroyuki Takahashi, Antonio Yaghy, Yunchan Hwang, Stefan B. Ploner, Junhong Lin, Jessica Girgis, Kenneth Lam, Siyu Chen, Nadia K. Waheed, Andreas K. Maier, James G. Fujimoto:
Unsupervised detection of small hyperreflective features in ultrahigh resolution optical coherence tomography. CoRR abs/2303.14711 (2023) - [i13]Yusu Hong, Junhong Lin:
High Probability Convergence of Adam Under Unbounded Gradients and Affine Variance Noise. CoRR abs/2311.02000 (2023) - 2022
- [c5]Ting Zhang, Nanfeng Jiang, Junhong Lin, Jielian Lin, Tiesong Zhao:
DesnowFormer: an effective transformer-based image desnowing network. VCIP 2022: 1-5 - [i12]Junhong Lin, Nanfeng Jiang, Zhentao Zhang, Weiling Chen, Tiesong Zhao:
LMQFormer: A Laplace-Prior-Guided Mask Query Transformer for Lightweight Snow Removal. CoRR abs/2210.04787 (2022) - 2020
- [j17]Song Li, Junhong Lin, Dekai Liu, Wenchang Sun:
Iterative hard thresholding for compressed data separation. J. Complex. 59: 101469 (2020) - [j16]Junhong Lin, Volkan Cevher:
Convergences of Regularized Algorithms and Stochastic Gradient Methods with Random Projections. J. Mach. Learn. Res. 21: 20:1-20:44 (2020) - [j15]Junhong Lin, Volkan Cevher:
Optimal Convergence for Distributed Learning with Stochastic Gradient Methods and Spectral Algorithms. J. Mach. Learn. Res. 21: 147:1-147:63 (2020) - [j14]Hengjing He, Shangli Zhou, Leping Zhang, Junhong Lin, Weile Chen, Di Wu:
Beetle Swarm Optimization Algorithm-Based Load Control with Electricity Storage. J. Control. Sci. Eng. 2020: 8896612:1-8896612:8 (2020)
2010 – 2019
- 2019
- [j13]Rabeeh Karimi Mahabadi, Junhong Lin, Volkan Cevher:
A Learning-Based Framework for Quantized Compressed Sensing. IEEE Signal Process. Lett. 26(6): 883-887 (2019) - 2018
- [j12]Junhong Lin, Lorenzo Rosasco, Silvia Villa, Ding-Xuan Zhou:
Modified Fejér sequences and applications. Comput. Optim. Appl. 71(1): 95-113 (2018) - [j11]Junhong Lin, Lorenzo Rosasco:
Generalization properties of doubly stochastic learning algorithms. J. Complex. 47: 42-61 (2018) - [j10]Junhong Lin, Bang Wang, Guang Yang, Mu Zhou:
Indoor Localization Based on Weighted Surfacing from Crowdsourced Samples. Sensors 18(9): 2990 (2018) - [j9]Junhong Lin, Ding-Xuan Zhou:
Online Learning Algorithms Can Converge Comparably Fast as Batch Learning. IEEE Trans. Neural Networks Learn. Syst. 29(6): 2367-2378 (2018) - [c4]Junhong Lin, Volkan Cevher:
Optimal Distributed Learning with Multi-pass Stochastic Gradient Methods. ICML 2018: 3098-3107 - [c3]Junhong Lin, Volkan Cevher:
Optimal Rates of Sketched-regularized Algorithms for Least-Squares Regression over Hilbert Spaces. ICML 2018: 3108-3117 - [i11]Junhong Lin, Volkan Cevher:
Optimal Rates for Spectral-regularized Algorithms with Least-Squares Regression over Hilbert Spaces. CoRR abs/1801.06720 (2018) - [i10]Junhong Lin, Volkan Cevher:
Optimal Convergence for Distributed Learning with Stochastic Gradient Methods and Spectral-Regularization Algorithms. CoRR abs/1801.07226 (2018) - [i9]Junhong Lin, Volkan Cevher:
Optimal Rates of Sketched-regularized Algorithms for Least-Squares Regression over Hilbert Spaces. CoRR abs/1803.04371 (2018) - [i8]Junhong Lin, Volkan Cevher:
Kernel Conjugate Gradient Methods with Random Projections. CoRR abs/1811.01760 (2018) - 2017
- [j8]Junhong Lin, Yunwen Lei, Bo Zhang, Ding-Xuan Zhou:
Online pairwise learning algorithms with convex loss functions. Inf. Sci. 406: 57-70 (2017) - [j7]Junhong Lin, Lorenzo Rosasco:
Optimal Rates for Multi-pass Stochastic Gradient Methods. J. Mach. Learn. Res. 18: 97:1-97:47 (2017) - [i7]Junhong Lin, Lorenzo Rosasco:
Generalization Properties of Doubly Online Learning Algorithms. CoRR abs/1707.00577 (2017) - [i6]Junhong Lin, Lorenzo Rosasco:
Optimal Rates for Learning with Nyström Stochastic Gradient Methods. CoRR abs/1710.07797 (2017) - 2016
- [j6]Junhong Lin, Lorenzo Rosasco, Ding-Xuan Zhou:
Iterative Regularization for Learning with Convex Loss Functions. J. Mach. Learn. Res. 17: 77:1-77:38 (2016) - [j5]Junhong Lin, Song Li:
Restricted q-Isometry Properties Adapted to Frames for Nonconvex lq-Analysis. IEEE Trans. Inf. Theory 62(8): 4733-4747 (2016) - [c2]Junhong Lin, Raffaello Camoriano, Lorenzo Rosasco:
Generalization Properties and Implicit Regularization for Multiple Passes SGM. ICML 2016: 2340-2348 - [c1]Junhong Lin, Lorenzo Rosasco:
Optimal Learning for Multi-pass Stochastic Gradient Methods. NIPS 2016: 4556-4564 - [i5]Junhong Lin, Song Li:
Restricted $q$-Isometry Properties Adapted to Frames for Nonconvex $l_q$-Analysis. CoRR abs/1602.06399 (2016) - [i4]Junhong Lin, Raffaello Camoriano, Lorenzo Rosasco:
Generalization Properties and Implicit Regularization for Multiple Passes SGM. CoRR abs/1605.08375 (2016) - [i3]Junhong Lin, Lorenzo Rosasco:
Optimal Learning for Multi-pass Stochastic Gradient Methods. CoRR abs/1605.08882 (2016) - 2015
- [j4]Junhong Lin, Ding-Xuan Zhou:
Learning theory of randomized Kaczmarz algorithm. J. Mach. Learn. Res. 16: 3341-3365 (2015) - 2013
- [j3]Junhong Lin, Song Li:
Nonuniform support recovery from noisy random measurements by Orthogonal Matching Pursuit. J. Approx. Theory 165(1): 20-40 (2013) - [j2]Junhong Lin, Song Li, Yi Shen:
Compressed Data Separation With Redundant Dictionaries. IEEE Trans. Inf. Theory 59(7): 4309-4315 (2013) - [j1]Junhong Lin, Song Li, Yi Shen:
New Bounds for Restricted Isometry Constants With Coherent Tight Frames. IEEE Trans. Signal Process. 61(3): 611-621 (2013) - [i2]Junhong Lin, Song Li:
Sparse Recovery with Coherent Tight Frame via Analysis Dantzig Selector and Analysis LASSO. CoRR abs/1301.3248 (2013) - 2011
- [i1]Song Li, Junhong Lin:
Compressed Sensing with coherent tight frames via $l_q$-minimization for $0<q\leq1$. CoRR abs/1105.3299 (2011)
Coauthor Index
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