Practical Parallel Algorithms for Non-Monotone Submodular Maximization

no code implementations • 21 Aug 2023 • Shuang Cui, Kai Han, Jing Tang, He Huang, Xueying Li, Aakas Zhiyuli, Hanxiao Li

Submodular maximization has found extensive applications in various domains within the field of artificial intelligence, including but not limited to machine learning, computer vision, and natural language processing.

A Smart Recycling Bin Using Waste Image Classification At The Edge

no code implementations • 2 Oct 2022 • Xueying Li, Ryan Grammenos

The model reached an accuracy of 95. 98% on Jetson Nano and 96. 64% on K210.

Image Classification

BCORLE($\lambda$): An Offline Reinforcement Learning and Evaluation Framework for Coupons Allocation in E-commerce Market

1 code implementation • NeurIPS 2021 • Yang Zhang, Bo Tang, Qingyu Yang, Dou An, Hongyin Tang, Chenyang Xi, Xueying Li, Feiyu Xiong

Further, a novel offline reinforcement learning method and an off-policy evaluation algorithm are proposed for policy learning and policy evaluation, respectively.

Off-policy evaluation reinforcement-learning

Interpretable performance analysis towards offline reinforcement learning: A dataset perspective

no code implementations • 12 May 2021 • Chenyang Xi, Bo Tang, Jiajun Shen, Xinfu Liu, Feiyu Xiong, Xueying Li

We make it open-source for fair and comprehensive competitions between offline RL algorithms with complete datasets and checkpoints being provided.

Offline RL Q-Learning +2