Search Results for author: Jianyu Zhao

Found 7 papers, 2 papers with code

Code Representation Pre-training with Complements from Program Executions

no code implementations4 Sep 2023 Jiabo Huang, Jianyu Zhao, Yuyang Rong, Yiwen Guo, Yifeng He, Hao Chen

The test cases are obtained with the assistance of a customized fuzzer and are only required during pre-training.

Code Search Language Modelling

Understanding Programs by Exploiting (Fuzzing) Test Cases

1 code implementation23 May 2023 Jianyu Zhao, Yuyang Rong, Yiwen Guo, Yifeng He, Hao Chen

The effectiveness of the proposed method is verified on two program understanding tasks including code clone detection and code classification, and it outperforms current state-of-the-arts by large margins.

Clone Detection Code Classification +3

Graph Reinforcement Learning for Radio Resource Allocation

no code implementations8 Mar 2022 Jianyu Zhao, Chenyang Yang

Deep reinforcement learning (DRL) for resource allocation has been investigated extensively owing to its ability of handling model-free and end-to-end problems.

reinforcement-learning Reinforcement Learning (RL) +1

Deep Reinforcement Learning with Symmetric Prior for Predictive Power Allocation to Mobile Users

no code implementations10 Feb 2021 Jianyu Zhao, Chenyang Yang

Deep reinforcement learning has been applied for a variety of wireless tasks, which is however known with high training and inference complexity.

Reinforcement Learning (RL)

Accelerating Deep Reinforcement Learning With the Aid of Partial Model: Energy-Efficient Predictive Video Streaming

no code implementations21 Mar 2020 Dong Liu, Jianyu Zhao, Chenyang Yang, Lajos Hanzo

Predictive power allocation is conceived for energy-efficient video streaming over mobile networks using deep reinforcement learning.

LSICC: A Large Scale Informal Chinese Corpus

2 code implementations26 Nov 2018 Jianyu Zhao, Zhuoran Ji

Deep learning based natural language processing model is proven powerful, but need large-scale dataset.

Chinese Word Segmentation Sentiment Analysis

Cannot find the paper you are looking for? You can Submit a new open access paper.