An Empirical Study of Deep Reinforcement Learning in Continuing Tasks

Authors: Wan, Yi, Korenkevych, Dmytro, Zhu, Zheqing

Subject Terms: Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2501.06937

Epinet for Content Cold Start

Authors: Jeon, Hong Jun, Liu, Songbin, Li, Yuantong, Lyu, Jie, Song, Hunter, Liu, Ji, Wu, Peng, Zhu, Zheqing

Subject Terms: Computer Science - Information Retrieval, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2412.04484

IQL-TD-MPC: Implicit Q-Learning for Hierarchical Model Predictive Control

Authors: Chitnis, Rohan, Xu, Yingchen, Hashemi, Bobak, Lehnert, Lucas, Dogan, Urun, Zhu, Zheqing, Delalleau, Olivier

Source: 2024 IEEE International Conference on Robotics and Automation (ICRA) Robotics and Automation (ICRA), 2024 IEEE International Conference on. :9154-9160 May, 2024

Relation: 2024 IEEE International Conference on Robotics and Automation (ICRA)

Exploiting Structure in Offline Multi-Agent RL: The Benefits of Low Interaction Rank

Authors: Zhan, Wenhao, Fujimoto, Scott, Zhu, Zheqing, Lee, Jason D., Jiang, Daniel R., Efroni, Yonathan

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2410.01101

Uncertainty of Joint Neural Contextual Bandit

Authors: Guo, Hongbo, Zhu, Zheqing

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2406.02515

Pearl: A Production-ready Reinforcement Learning Agent

Authors: Zhu, Zheqing, Braz, Rodrigo de Salvo, Bhandari, Jalaj, Jiang, Daniel, Wan, Yi, Efroni, Yonathan, Wang, Liyuan, Xu, Ruiyang, Guo, Hongbo, Nikulkov, Alex, Korenkevych, Dmytro, Dogan, Urun, Cheng, Frank, Wu, Zheng, Xu, Wanqiao

Source: Journal of Machine Learning Research, 2024

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2312.03814

Offline Reinforcement Learning for Optimizing Production Bidding Policies

Authors: Korenkevych, Dmytro, Cheng, Frank, Balakir, Artsiom, Nikulkov, Alex, Gao, Lingnan, Cen, Zhihao, Xu, Zuobing, Zhu, Zheqing

Subject Terms: Computer Science - Machine Learning, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2310.09426

Non-Stationary Contextual Bandit Learning via Neural Predictive Ensemble Sampling

Authors: Zhu, Zheqing, Liu, Yueyang, Kuang, Xu, Van Roy, Benjamin

Subject Terms: Computer Science - Machine Learning, Computer Science - Information Retrieval

Access URL: http://arxiv.org/abs/2310.07786

Learning-based Two-tiered Online Optimization of Region-wide Datacenter Resource Allocation

Authors: Chen, Chang-Lin, Zhou, Hanhan, Chen, Jiayu, Pedramfar, Mohammad, Lan, Tian, Zhu, Zheqing, Zhou, Chi, Ruiz, Pol Mauri, Kumar, Neeraj, Dong, Hongbo, Aggarwal, Vaneet

Subject Terms: Computer Science - Networking and Internet Architecture

Access URL: http://arxiv.org/abs/2306.17054

Scalable Neural Contextual Bandit for Recommender Systems

Authors: Zhu, Zheqing, Van Roy, Benjamin

Source: ACM International Conference on Information and Knowledge Management (CIKM 2023) 32nd ACM International Conference on Information and Knowledge Management (CIKM 2023)

Subject Terms: Computer Science - Information Retrieval, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2306.14834

IQL-TD-MPC: Implicit Q-Learning for Hierarchical Model Predictive Control

Authors: Chitnis, Rohan, Xu, Yingchen, Hashemi, Bobak, Lehnert, Lucas, Dogan, Urun, Zhu, Zheqing, Delalleau, Olivier

Source: Short version published at ICRA 2024 (https://tinyurl.com/icra24-iqltdmpc)

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2306.00867

Optimizing Long-term Value for Auction-Based Recommender Systems via On-Policy Reinforcement Learning

Authors: Xu, Ruiyang, Bhandari, Jalaj, Korenkevych, Dmytro, Liu, Fan, He, Yuchen, Nikulkov, Alex, Zhu, Zheqing

Subject Terms: Computer Science - Information Retrieval, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2305.13747

Evaluating Online Bandit Exploration In Large-Scale Recommender System

Authors: Guo, Hongbo, Naeff, Ruben, Nikulkov, Alex, Zhu, Zheqing

Subject Terms: Computer Science - Information Retrieval, Computer Science - Artificial Intelligence, Computer Science - Machine Learning, Computer Science - Social and Information Networks

Access URL: http://arxiv.org/abs/2304.02572

ExpDrug: An explainable drug recommendation model based on space feature mapping

Authors: Lu, Xuan ^a, Hao, Yanhong ^a, Peng, Furong ^{b, ⁎}, Zhu, Zheqing ^b, Cheng, Zhanwen ^b

Source: In Neurocomputing 28 February 2025 619

Multi-Agent Safe Planning with Gaussian Processes

Authors: Zhu, Zheqing, Biyik, Erdem, Sadigh, Dorsa

Source: 2020 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) Intelligent Robots and Systems (IROS), 2020 IEEE/RSJ International Conference on. :6260-6267 Oct, 2020

Relation: 2020 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)

Deep Exploration for Recommendation Systems

Authors: Zhu, Zheqing, Van Roy, Benjamin

Subject Terms: Computer Science - Information Retrieval, Computer Science - Artificial Intelligence, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2109.12509

Learning to bid and rank together in recommendation systems.

Authors: Ji, Geng¹, gji@meta.com, Jiang, Wentao¹, Li, Jiang¹, Fahid, Fahmid Morshed^1,2, Chen, Zhengxing¹, Li, Yinghua¹, Xiao, Jun¹, Bao, Chongxi¹, Zhu, Zheqing¹

Source: Machine Learning; May2024, Vol. 113 Issue 5, p2559-2573, 15p

A Modified Levy Jump-Diffusion Model Based on Market Sentiment Memory for Online Jump Prediction

Authors: Zhu, Zheqing, Liu, Jian-guo, Li, Lei

Subject Terms: Quantitative Finance - Statistical Finance, Computer Science - Computational Engineering, Finance, and Science

Access URL: http://arxiv.org/abs/1709.03611

Effect of big eye tuna (Thunnusobesus) head soup with different colloidal particle size on TG and TC deposition in FFA‐exposed HepG2 cells

Authors: Zhang, Jing, Lin, Liu, Tao, Ningping, Zhu, Zheqing, Wang, Xichang, Wang, Mingfu

Source: Food science & nutrition. 9(2):1143-1151

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCvdc_100114714806.0x000001&indx=1&recIds=ETOCvdc_100114714806.0x000001

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