Publications (39)
A local search -approximation algorithm for the minimum -path partition problem
Yong Chen, Randy Goebel, Guohui Lin +5
Given a graph , the -path partition problem is to find a minimum collection of vertex-disjoint paths each of order at most to cover all the vertices of . It i…
Approximation algorithms for the three-machine proportionate mixed shop scheduling
Longcheng Liu, Yong Chen, Jianming Dong +6
A mixed shop is a manufacturing infrastructure designed to process a mixture of a set of flow-shop jobs and a set of open-shop jobs. Mixed shops are in general much more complex to…
On Generality and Knowledge Transferability in Cross-Domain Duplicate Question Detection for Heterogeneous Community Question Answering
Mohomed Shazan Mohomed Jabbar, Luke Kumar, Hamman Samuel +4
Duplicate question detection is an ongoing challenge in community question answering because semantically equivalent questions can have significantly different words and structures…
Explainable Artificial Intelligence for Autonomous Driving: A Comprehensive Overview and Field Guide for Future Research Directions
Shahin Atakishiyev, Mohammad Salameh, Hengshuai Yao +1
Autonomous driving has achieved significant milestones in research and development over the last two decades. There is increasing interest in the field as the deployment of autonom…
Integrating Probabilistic, Taxonomic and Causal Knowledge in Abductive Diagnosis
Dekang Lin, Randy Goebel
We propose an abductive diagnosis theory that integrates probabilistic, causal and taxonomic knowledge. Probabilistic knowledge allows us to select the most likely explanation; cau…
Explainability of Large Language Models: Opportunities and Challenges toward Generating Trustworthy Explanations
Shahin Atakishiyev, Housam K. B. Babiker, Jiayi Dai +8
Large language models have exhibited impressive performance across a broad range of downstream tasks in natural language processing. However, how a language model predicts the next…