4 papers
Towards the Readability of LLM-Generated Codes through Multitask Representation Engineering
Huifan Gao, Liuhua He, Yinghui Pan +4
Correctness and readability are key measures of code quality, respectively ensuring functional fidelity and ease of comprehension. While most existing research focuses on improving…
WeatherSeg: Weather-Robust Image Segmentation using Teacher-Student Dual Learning and Classifier-Updating Attention
Zhang Zhang, Yifeng Zeng, Houshi Jiang +1
WeatherSeg, an advanced semi-supervised segmentation framework, addresses autonomous driving's environmental perception challenges in adverse weather while reducing annotation cost…
Active Legibility in Multiagent Reinforcement Learning
Yanyu Liu, Yinghui Pan, Yifeng Zeng +2
A multiagent sequential decision problem has been seen in many critical applications including urban transportation, autonomous driving cars, military operations, etc. Its widely k…
Variational Auto-encoder Based Solutions to Interactive Dynamic Influence Diagrams
Yinghui Pan, Biyang Ma, Hanyi Zhang +1
Addressing multiagent decision problems in AI, especially those involving collaborative or competitive agents acting concurrently in a partially observable and stochastic environme…