Adaptive Online Learning in Dynamic Environments

25 October 2018

Papers citing "Adaptive Online Learning in Dynamic Environments"

50 / 110 papers shown

Title
Dynamic Regret of Online Markov Decision Processes Peng Zhao Longfei Li Zhi Zhou OffRL 101 17 0 26 Aug 2022
Online Bilevel Optimization: Regret Analysis of Online Alternating Gradient Methods Davoud Ataee Tarzanagh Parvin Nazari Bojian Hou Li Shen Laura Balzano 148 12 0 06 Jul 2022
Adapting to Online Label Shift with Provable Guarantees Yong Bai Yu Zhang Peng Zhao Masashi Sugiyama Zhi Zhou OOD 95 27 0 05 Jul 2022
Optimal Dynamic Regret in LQR Control Dheeraj Baby Yu Wang 67 17 0 18 Jun 2022
Walk for Learning: A Random Walk Approach for Federated Learning from Heterogeneous Data Ghadir Ayache Venkat Dassari S. E. Rouayheb FedML 50 20 0 01 Jun 2022
Open-environment Machine Learning Zhi Zhou VLM 119 141 0 01 Jun 2022
Adaptive Online Learning of Quantum States Xinyi Chen Elad Hazan Tongyang Li Zhou Lu Xinzhao Wang Rui Yang 71 14 0 01 Jun 2022
Minimax Classification under Concept Drift with Multidimensional Adaptation and Performance Guarantees Verónica Álvarez Santiago Mazuelas Jose A. Lozano 51 5 0 31 May 2022
Adaptive Fairness-Aware Online Meta-Learning for Changing Environments Chenxu Zhao Feng Mi Xintao Wu Kai Jiang Latifur Khan Feng Chen CLL 101 21 0 20 May 2022
Second Order Path Variationals in Non-Stationary Online Learning Dheeraj Baby Yu Wang 115 5 0 04 May 2022
Smoothed Online Convex Optimization Based on Discounted-Normal-Predictor Lijun Zhang Wei Jiang Jinfeng Yi Tianbao Yang 92 7 0 02 May 2022
Adaptive Composite Online Optimization: Predictions in Static and Dynamic Environments Pedro Zattoni Scroccaro Arman Sharifi Kolarijani Peyman Mohajerin Esfahani 65 6 0 01 May 2022
Optimistic Online Convex Optimization in Dynamic Environments Qing-xin Meng Jianwei Liu 20 0 0 28 Mar 2022
Adaptive Gradient Methods with Local Guarantees Zhou Lu Wenhan Xia Sanjeev Arora Elad Hazan ODL 107 10 0 02 Mar 2022
Parameter-free Mirror Descent Andrew Jacobsen Ashok Cutkosky 117 34 0 26 Feb 2022
Understanding AdamW through Proximal Methods and Scale-Freeness Zhenxun Zhuang Mingrui Liu Ashok Cutkosky Francesco Orabona 91 72 0 31 Jan 2022
No-Regret Learning in Time-Varying Zero-Sum Games Mengxiao Zhang Peng Zhao Haipeng Luo Zhi Zhou 98 40 0 30 Jan 2022
Optimal Dynamic Regret in Proper Online Learning with Strongly Convex Losses and Beyond Dheeraj Baby Yu Wang 95 28 0 21 Jan 2022
A General Traffic Shaping Protocol in E-Commerce Chenlin Shen Guangda Huzhang Yuhang Zhou Chen Liang Qing Da 13 0 0 30 Dec 2021
Adaptivity and Non-stationarity: Problem-dependent Dynamic Regret for Online Convex Optimization Peng Zhao Yu Zhang Lijun Zhang Zhi Zhou 122 50 0 29 Dec 2021
Adaptive Client Sampling in Federated Learning via Online Learning with Bandit Feedback Boxin Zhao Lingxiao Wang Mladen Kolar Ziqi Liu Qing Cui Jun Zhou Chaochao Chen FedML 154 11 0 28 Dec 2021
Gradient and Projection Free Distributed Online Min-Max Resource Optimization Jingrong Wang Ben Liang 51 3 0 07 Dec 2021
Dynamic Regret for Strongly Adaptive Methods and Optimality of Online KRR Dheeraj Baby Hilaf Hasson Yuyang Wang 78 3 0 22 Nov 2021
Simultaneously Achieving Sublinear Regret and Constraint Violations for Online Convex Optimization with Time-varying Constraints Qingsong Liu Wenfei Wu Longbo Huang Zhixuan Fang 39 25 0 15 Nov 2021
Online Graph Learning in Dynamic Environments Xiang Zhang 74 3 0 11 Oct 2021
Stochastic Optimization under Distributional Drift Joshua Cutler Dmitriy Drusvyatskiy Zaïd Harchaoui 101 16 0 16 Aug 2021
Regret and Cumulative Constraint Violation Analysis for Online Convex Optimization with Long Term Constraints Xinlei Yi Xiuxian Li Tao Yang Lihua Xie Tianyou Chai Karl H. Johansson 74 47 0 09 Jun 2021
Regret and Cumulative Constraint Violation Analysis for Distributed Online Constrained Convex Optimization Xinlei Yi Xiuxian Li Tao Yang Lihua Xie Tianyou Chai Karl H. Johansson 101 40 0 01 May 2021
Optimal Dynamic Regret in Exp-Concave Online Learning Dheeraj Baby Yu Wang 111 46 0 23 Apr 2021
Adaptive Importance Sampling for Finite-Sum Optimization and Sampling with Decreasing Step-Sizes Ayoub El Hanchi D. Stephens 55 13 0 23 Mar 2021
Online Convex Optimization with Continuous Switching Constraint Guanghui Wang Yuanyu Wan Tianbao Yang Lijun Zhang 69 10 0 21 Mar 2021
Online Strongly Convex Optimization with Unknown Delays Yuanyu Wan Wei-Wei Tu Lijun Zhang 76 19 0 21 Mar 2021
A Simple Approach for Non-stationary Linear Bandits Peng Zhao Lijun Zhang Yuan Jiang Zhi Zhou 80 85 0 09 Mar 2021
A closer look at temporal variability in dynamic online learning Nicolò Campolongo Francesco Orabona 65 12 0 15 Feb 2021
Revisiting Smoothed Online Learning Lijun Zhang Wei Jiang Shiyin Lu Tianbao Yang 84 28 0 13 Feb 2021
Non-stationary Online Learning with Memory and Non-stochastic Control Peng Zhao Yu-Hu Yan Yu Wang Zhi Zhou 77 48 0 07 Feb 2021
An Optimal Reduction of TV-Denoising to Adaptive Online Learning Dheeraj Baby Xuandong Zhao Yu Wang 92 12 0 23 Jan 2021
Adaptive Online Estimation of Piecewise Polynomial Trends Dheeraj Baby Yu Wang 75 13 0 30 Sep 2020
Online Convex Optimization in Changing Environments and its Application to Resource Allocation Jianjun Yuan 15 0 0 30 Sep 2020
Dynamic Regret of Convex and Smooth Functions Peng Zhao Yu Zhang Lijun Zhang Zhi Zhou 104 105 0 07 Jul 2020
Dynamic Regret of Policy Optimization in Non-stationary Environments Yingjie Fei Zhuoran Yang Zhaoran Wang Qiaomin Xie 91 56 0 30 Jun 2020
Gradient-Variation Bound for Online Convex Optimization with Constraints Shuang Qiu Xiaohan Wei Mladen Kolar 101 1 0 22 Jun 2020
Real-Time Video Inference on Edge Devices via Adaptive Model Streaming Mehrdad Khani Shirkoohi Pouya Hamadanian Arash Nasr-Esfahany Mohammad Alizadeh 110 47 0 11 Jun 2020
Unconstrained Online Optimization: Dynamic Regret Analysis of Strongly Convex and Smooth Problems Ting-Jui Chang Shahin Shahrampour ODL 41 4 0 06 Jun 2020
On-the-Fly Joint Feature Selection and Classification Yasitha Warahena Liyanage Daphney-Stavroula Zois C. Chelmis 18 2 0 21 Apr 2020
Minimizing Dynamic Regret and Adaptive Regret Simultaneously Lijun Zhang Shiyin Lu Tianbao Yang 77 42 0 06 Feb 2020
Understand Dynamic Regret with Switching Cost for Online Decision Making Yawei Zhao Qian Zhao Xingxing Zhang En Zhu Xinwang Liu Jianping Yin 74 12 0 28 Nov 2019
Trading-Off Static and Dynamic Regret in Online Least-Squares and Beyond Jianjun Yuan Andrew G. Lamperski 69 24 0 06 Sep 2019
Bandit Convex Optimization in Non-stationary Environments Peng Zhao G. Wang Lijun Zhang Zhi Zhou 112 44 0 29 Jul 2019
Universal Online Convex Optimization with Minimax Optimal Second-Order Dynamic Regret Hakan Gokcesu Suleyman S. Kozat 62 1 0 30 Jun 2019