Ness B. Shroff

ORCID

Publication Activity (10 Years)

Years Active: 1991-2024
Publications (10 Years): 259

Top Venues

CoRR

IEEE/ACM Trans. Netw.

INFOCOM

MobiHoc

Publications

Hongbo Li, Sen Lin, Lingjie Duan, Yingbin Liang, Ness B. Shroff
Theory on Mixture-of-Experts in Continual Learning. CoRR (2024)
Peizhong Ju, Chengzhang Li, Yingbin Liang, Ness B. Shroff
AI-EDGE: An NSF AI institute for future edge networks and distributed intelligence. AI Mag. 45 (1) (2024)
Yuchen Liang, Peizhong Ju, Yingbin Liang, Ness B. Shroff
Non-asymptotic Convergence of Discrete-time Diffusion Models: New Approach and Improved Rate. CoRR (2024)
Arnob Ghosh, Xingyu Zhou, Ness B. Shroff
Towards Achieving Sub-linear Regret and Hard Constraint Violation in Model-free RL. AISTATS (2024)
Sunjung Kang, Chengzhang Li, Atilla Eryilmaz, Ness B. Shroff
Balancing Current and Historical State Information in Remote Tracking Systems: A Randomized Update Approach. INFOCOM (Workshops) (2024)
Yining Li, Peizhong Ju, Ness B. Shroff
Achieving Sample and Computational Efficient Reinforcement Learning by Action Space Reduction via Grouping. ICLR (2024)
Peizhong Ju, Arnob Ghosh, Ness B. Shroff
Achieving Fairness in Multi-Agent MDP Using Reinforcement Learning. ICLR (2024)
Jiayu Pan, Yin Sun, Ness B. Shroff
Sampling for Remote Estimation of the Wiener Process over an Unreliable Channel. SIGMETRICS/Performance (Abstracts) (2024)
Rahul Singh, Fang Liu, Yin Sun, Ness B. Shroff
Multi-armed bandits with dependent arms. Mach. Learn. 113 (1) (2024)
Peizhong Ju, Arnob Ghosh, Ness B. Shroff
Achieving Fairness in Multi-Agent Markov Decision Processes Using Reinforcement Learning. CoRR (2023)
Babak Badnava, Keenan Roach, Kenny Cheung, Morteza Hashemi, Ness B. Shroff
Energy-Efficient Deadline-Aware Edge Computing: Bandit Learning with Partial Observations in Multi-Channel Systems. CoRR (2023)
Ming Shi, Yingbin Liang, Ness B. Shroff
Theoretical Hardness and Tractability of POMDPs in RL with Partial Hindsight State Information. CoRR (2023)
Guidan Yao, Morteza Hashemi, Rahul Singh, Ness B. Shroff
Delay-Optimal Scheduling for Integrated mmWave - Sub-6 GHz Systems With Markovian Blockage Model. IEEE Trans. Mob. Comput. 22 (9) (2023)
Sen Lin, Peizhong Ju, Yingbin Liang, Ness B. Shroff
Theory on Forgetting and Generalization of Continual Learning. ICML (2023)
Jiayu Pan, Yin Sun, Ness B. Shroff
Sampling for Remote Estimation of the Wiener Process over an Unreliable Channel. CoRR (2023)
Guidan Yao, Ahmed M. Bedewy, Ness B. Shroff
Age-Optimal Low-Power Status Update Over Time-Correlated Fading Channel. IEEE Trans. Mob. Comput. 22 (8) (2023)
Ming Shi, Yingbin Liang, Ness B. Shroff
A Near-Optimal Algorithm for Safe Reinforcement Learning Under Instantaneous Hard Constraints. CoRR (2023)
Peizhong Ju, Sen Lin, Mark S. Squillante, Yingbin Liang, Ness B. Shroff
Generalization Performance of Transfer Learning: Overparameterized and Underparameterized Regimes. CoRR (2023)
Jiayu Pan, Ahmed M. Bedewy, Yin Sun, Ness B. Shroff
Optimal Sampling for Data Freshness: Unreliable Transmissions With Random Two-Way Delay. IEEE/ACM Trans. Netw. 31 (1) (2023)
Honghao Wei, Arnob Ghosh, Ness B. Shroff, Lei Ying, Xingyu Zhou
Provably Efficient Model-Free Algorithms for Non-stationary CMDPs. CoRR (2023)
Peiwen Qiu, Yining Li, Zhuqing Liu, Prashant Khanduri, Jia Liu, Ness B. Shroff, Elizabeth Serena Bentley, Kurt A. Turck
DIAMOND: Taming Sample and Communication Complexities in Decentralized Bilevel Optimization. INFOCOM (2023)
Jiayu Pan, Yin Sun, Ness B. Shroff
Sampling for Remote Estimation of the Wiener Process over an Unreliable Channel. Proc. ACM Meas. Anal. Comput. Syst. 7 (3) (2023)
Guocong Quan, Atilla Eryilmaz, Ness B. Shroff
Optimal Edge Caching For Individualized Demand Dynamics. CoRR (2023)
Ming Shi, Yingbin Liang, Ness B. Shroff
A Near-Optimal Algorithm for Safe Reinforcement Learning Under Instantaneous Hard Constraints. ICML (2023)
Peizhong Ju, Yingbin Liang, Ness B. Shroff
Theoretical Characterization of the Generalization Performance of Overfitted Meta-Learning. CoRR (2023)
Ming Shi, Yingbin Liang, Ness B. Shroff
Near-Optimal Adversarial Reinforcement Learning with Switching Costs. CoRR (2023)
Hao Chen, Abhishek Gupta, Yin Sun, Ness B. Shroff
Model-Free Change Point Detection for Mixing Processes. CoRR (2023)
Sen Lin, Daouda Sow, Kaiyi Ji, Yingbin Liang, Ness B. Shroff
Non-Convex Bilevel Optimization with Time-Varying Objective Functions. CoRR (2023)
Sunjung Kang, Atilla Eryilmaz, Ness B. Shroff
Remote Tracking of Distributed Dynamic Sources Over a Random Access Channel With One-Bit Updates. IEEE Trans. Netw. Sci. Eng. 10 (4) (2023)
Yin Sun, C. Emre Koksal, Ness B. Shroff
Near Delay-Optimal Scheduling of Batch Jobs in Multi-Server Systems. CoRR (2023)
Guidan Yao, Chih-Chun Wang, Ness B. Shroff
Age Minimization with Energy and Distortion Constraints. MobiHoc (2023)
Hao Chen, Abhishek Gupta, Yin Sun, Ness B. Shroff
Hoeffding's Inequality for Markov Chains under Generalized Concentrability Condition. CoRR (2023)
Honghao Wei, Arnob Ghosh, Ness B. Shroff, Lei Ying, Xingyu Zhou
Provably Efficient Model-Free Algorithms for Non-stationary CMDPs. AISTATS (2023)
Yining Li, Peizhong Ju, Ness B. Shroff
Achieving Sample and Computational Efficient Reinforcement Learning by Action Space Reduction via Grouping. CoRR (2023)
Sen Lin, Peizhong Ju, Yingbin Liang, Ness B. Shroff
Theory on Forgetting and Generalization of Continual Learning. CoRR (2023)
Babak Badnava, Keenan Roach, Kenny Cheung, Morteza Hashemi, Ness B. Shroff
Energy-Efficient Deadline-Aware Edge Computing: Bandit Learning with Partial Observations in Multi-Channel Systems. GLOBECOM (2023)
Jiayu Pan, Ahmed M. Bedewy, Yin Sun, Ness B. Shroff
Age-Optimal Scheduling Over Hybrid Channels. IEEE Trans. Mob. Comput. 22 (12) (2023)
Arnob Ghosh, Xingyu Zhou, Ness B. Shroff
Achieving Sub-linear Regret in Infinite Horizon Average Reward Constrained MDP with Linear Function Approximation. ICLR (2023)
Rahul Singh, Abhishek Gupta, Ness B. Shroff
Learning in Constrained Markov Decision Processes. IEEE Trans. Control. Netw. Syst. 10 (1) (2023)
Sen Lin, Daouda Sow, Kaiyi Ji, Yingbin Liang, Ness B. Shroff
Non-Convex Bilevel Optimization with Time-Varying Objective Functions. NeurIPS (2023)
Peizhong Ju, Yingbin Liang, Ness B. Shroff
Theoretical Characterization of the Generalization Performance of Overfitted Meta-Learning. ICLR (2023)
Ming Shi, Yingbin Liang, Ness B. Shroff
Near-Optimal Adversarial Reinforcement Learning with Switching Costs. ICLR (2023)
Guidan Yao, Chih-Chun Wang, Ness B. Shroff
Age Minimization with Energy and Distortion Constraints. CoRR (2023)
Yuntian Deng, Xingyu Zhou, Arnob Ghosh, Abhishek Gupta, Ness B. Shroff
Interference Constrained Beam Alignment for Time-Varying Channels via Kernelized Bandits. WiOpt (2022)
Guocong Quan, Atilla Eryilmaz, Ness B. Shroff
Regret-Optimal Learning for Minimizing Edge Caching Service Costs. WiOpt (2022)
Arnob Ghosh, Xingyu Zhou, Ness B. Shroff
Provably Efficient Model-Free Constrained RL with Linear Function Approximation. CoRR (2022)
Peizhong Ju, Xiaojun Lin, Ness B. Shroff
On the Generalization Power of the Overfitted Three-Layer Neural Tangent Kernel Model. CoRR (2022)
Arnob Ghosh, Xingyu Zhou, Ness B. Shroff
Provably Efficient Model-Free Constrained RL with Linear Function Approximation. NeurIPS (2022)
Jiayu Pan, Ahmed M. Bedewy, Yin Sun, Ness B. Shroff
Optimizing Sampling for Data Freshness: Unreliable Transmissions with Random Two-way Delay. INFOCOM (2022)
Yuntian Deng, Xingyu Zhou, Arnob Ghosh, Abhishek Gupta, Ness B. Shroff
Interference Constrained Beam Alignment for Time-Varying Channels via Kernelized Bandits. CoRR (2022)
Peizhong Ju, Xiaojun Lin, Ness B. Shroff
On the Generalization Power of the Overfitted Three-Layer Neural Tangent Kernel Model. NeurIPS (2022)
Peizhong Ju, Xiaojun Lin, Ness B. Shroff
Understanding the Generalization Power of Overfitted NTK Models: 3-layer vs. 2-layer (Extended Abstract). Allerton (2022)
Peiwen Qiu, Yining Li, Zhuqing Liu, Prashant Khanduri, Jia Liu, Ness B. Shroff, Elizabeth Serena Bentley, Kurt Turck
DIAMOND: Taming Sample and Communication Complexities in Decentralized Bilevel Optimization. CoRR (2022)
Jiayu Pan, Ahmed M. Bedewy, Yin Sun, Ness B. Shroff
Optimizing Sampling for Data Freshness: Unreliable Transmissions with Random Two-way Delay. CoRR (2022)
Yuntian Deng, Xingyu Zhou, Baekjin Kim, Ambuj Tewari, Abhishek Gupta, Ness B. Shroff
Weighted Gaussian Process Bandits for Non-stationary Environments. AISTATS (2022)
Yuntian Deng, Abhishek Gupta, Ness B. Shroff
Fleet sizing and charger allocation in electric vehicle sharing systems. IFAC J. Syst. Control. 22 (2022)
Wenxin Li, Joohyun Lee, Ness B. Shroff
A faster FPTAS for knapsack problem with cardinality constraint. Discret. Appl. Math. 315 (2022)
Xingyu Zhou, Ness B. Shroff
No-Regret Algorithms for Time-Varying Bayesian Optimization. CoRR (2021)
Guidan Yao, Ahmed M. Bedewy, Ness B. Shroff
Age-Optimal Low-Power Status Update over Time-Correlated Fading Channel. ISIT (2021)
Sayak Ray Chowdhury, Xingyu Zhou, Ness B. Shroff
Adaptive Control of Differentially Private Linear Quadratic Systems. ISIT (2021)
Xingyu Zhou, Ness B. Shroff
No-Regret Algorithms for Time-Varying Bayesian Optimization. CISS (2021)
Yuanjie Li, Esha Datta, Jiaxin Ding, Ness B. Shroff, Xin Liu
Can Online Learning Increase the Reliability of Extreme Mobility Management? IWQoS (2021)
Yuntian Deng, Xingyu Zhou, Baekjin Kim, Ambuj Tewari, Abhishek Gupta, Ness B. Shroff
Weighted Gaussian Process Bandits for Non-stationary Environments. CoRR (2021)
Ahmed M. Bedewy, Yin Sun, Rahul Singh, Ness B. Shroff
Low-Power Status Updates via Sleep-Wake Scheduling. CoRR (2021)
Yuntian Deng, Shiping Shao, Archak Mittal, Richard Twumasi-Boakye, James Fishelson, Abhishek Gupta, Ness B. Shroff
Incentive Design and Profit Sharing in Multi-modal Transportation Network. CoRR (2021)
Peizhong Ju, Xiaojun Lin, Ness B. Shroff
On the Generalization Power of Overfitted Two-Layer Neural Tangent Kernel Models. CoRR (2021)
Ahmed M. Bedewy, Yin Sun, Rahul Singh, Ness B. Shroff
Low-Power Status Updates via Sleep-Wake Scheduling. IEEE/ACM Trans. Netw. 29 (5) (2021)
Peizhong Ju, Xiaojun Lin, Ness B. Shroff
On the Generalization Power of Overfitted Two-Layer Neural Tangent Kernel Models. ICML (2021)
Wenbo Ren, Jia Liu, Ness B. Shroff
On Logarithmic Regret for Bandits with Knapsacks. CISS (2021)
Sunjung Kang, Atilla Eryilmaz, Ness B. Shroff
Remote Tracking of Distributed Dynamic Sources over A Random Access Channel with One-bit Updates. WiOpt (2021)
Ahmed M. Bedewy, Yin Sun, Sastry Kompella, Ness B. Shroff
Optimal Sampling and Scheduling for Timely Status Updates in Multi-Source Networks. IEEE Trans. Inf. Theory 67 (6) (2021)
Xingyu Zhou, Ness B. Shroff, Adam Wierman
Asymptotically optimal load balancing in large-scale heterogeneous systems with multiple dispatchers. Perform. Evaluation 145 (2021)
Sayak Ray Chowdhury, Xingyu Zhou, Ness B. Shroff
Adaptive Control of Differentially Private Linear Quadratic Systems. CoRR (2021)
Wooseung Nam, Joohyun Lee, Ness B. Shroff, Kyunghan Lee
An Inter-Data Encoding Technique that Exploits Synchronized Data for Network Applications. IEEE Trans. Mob. Comput. 20 (1) (2021)
Guidan Yao, Ahmed M. Bedewy, Ness B. Shroff
Battle between Rate and Error in Minimizing Age of Information. MobiHoc (2021)
Wenbo Ren, Jia Liu, Ness B. Shroff
Sample Complexity Bounds for Active Ranking from Multi-wise Comparisons. NeurIPS (2021)
Guocong Quan, Atilla Eryilmaz, Jian Tan, Ness B. Shroff
Prefetching and caching for minimizing service costs: Optimal and approximation strategies. Perform. Evaluation 145 (2021)
Cheng Zhang, Yunze Pan, Yunqi Zhang, Adam C. Champion, Zhaohui Shen, Dong Xuan, Zhiqiang Lin, Ness B. Shroff
WLAN-Log-Based Superspreader Detection in the COVID-19 Pandemic. CoRR (2021)
Jiayu Pan, Ahmed M. Bedewy, Yin Sun, Ness B. Shroff
Minimizing Age of Information via Scheduling over Heterogeneous Channels. MobiHoc (2021)
Wenbo Ren, Jia Liu, Ness B. Shroff
The Sample Complexity of Best-k Items Selection from Pairwise Comparisons. ICML (2020)
Wenbo Ren, Jia Liu, Ness B. Shroff
The Sample Complexity of Best-k Items Selection from Pairwise Comparisons. CoRR (2020)
Ming Zhang, Zizhan Zheng, Ness B. Shroff
Defending Against Stealthy Attacks on Multiple Nodes With Limited Resources: A Game-Theoretic Analysis. IEEE Trans. Control. Netw. Syst. 7 (4) (2020)
Xingyu Zhou, Ness B. Shroff
A Note on Load Balancing in Many-Server Heavy-Traffic Regime. CoRR (2020)
Xingyu Zhou, Ness B. Shroff
A Note on Stein's Method for Heavy-Traffic Analysis. CoRR (2020)
Sherif ElAzzouni, Eylem Ekici, Ness B. Shroff
Is Deadline Oblivious Scheduling Efficient for Controlling Real-Time Traffic in Cellular Downlink Systems? INFOCOM (2020)
Rahul Singh, Fang Liu, Ness B. Shroff
A Partially Observable MDP Approach for Sequential Testing for Infectious Diseases such as COVID-19. CoRR (2020)
Qingchuan Zhao, Haohuang Wen, Zhiqiang Lin, Dong Xuan, Ness B. Shroff
On the Accuracy of Measured Proximity of Bluetooth-Based Contact Tracing Apps. SecureComm (1) (2020)
Haohuang Wen, Qingchuan Zhao, Zhiqiang Lin, Dong Xuan, Ness B. Shroff
A Study of the Privacy of COVID-19 Contact Tracing Apps. SecureComm (1) (2020)
Yuanjie Li, Esha Datta, Jiaxin Ding, Ness B. Shroff, Xin Liu
Bandit Policies for Reliable Cellular Network Handovers in Extreme Mobility. CoRR (2020)
Guidan Yao, Ahmed M. Bedewy, Ness B. Shroff
Age Minimization Transmission Scheduling over Time-Correlated Fading Channel under An Average Energy Constraint. CoRR (2020)
Wenxin Li, Ness B. Shroff
On the Asymptotic Optimality of Work-Conserving Disciplines in Completion Time Minimization. ICCCN (2020)
Yuntian Deng, Abhishek Gupta, Ness B. Shroff
Fleet Sizing and Charger Allocation in Electric Vehicle Sharing Systems. CoRR (2020)
Xingyu Zhou, Ness B. Shroff, Adam Wierman
Asymptotically Optimal Load Balancing in Large-scale Heterogeneous Systems with Multiple Dispatchers. CoRR (2020)
Ahmed M. Bedewy, Yin Sun, Rahul Singh, Ness B. Shroff
Optimizing information freshness using low-power status updates via sleep-wake scheduling. MobiHoc (2020)
Rahul Singh, Fang Liu, Yin Sun, Ness B. Shroff
Multi-Armed Bandits with Dependent Arms. CoRR (2020)
Sherif ElAzzouni, Eylem Ekici, Ness B. Shroff
Is Deadline Oblivious Scheduling Efficient for Controlling Real-Time Traffic in Cellular Downlink Systems? CoRR (2020)
Wenxin Li, Ness B. Shroff
A Note on Multiple-Processor Multitask Scheduling. CoRR (2020)
Sherif ElAzzouni, Fei Wu, Ness B. Shroff, Eylem Ekici
Predictive caching at the wireless edge using near-zero caches. MobiHoc (2020)
Zhenzhi Qian, Fei Wu, Jiayu Pan, Kannan Srinivasan, Ness B. Shroff
Minimizing Age of Information in Multi-channel Time-sensitive Information Update Systems. INFOCOM (2020)
Xiaoyu Zhao, Wei Chen, Joohyun Lee, Ness B. Shroff
Delay-Optimal and Energy-Efficient Communications With Markovian Arrivals. IEEE Trans. Commun. 68 (3) (2020)

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Publication Activity (10 Years)

Top Topics

Top Venues

Ness B. Shroff