Open Knowledge Base Canonicalization with Multi-task Learning

no code implementations • 21 Mar 2024 • Bingchen Liu, Huang Peng, Weixin Zeng, Xiang Zhao, Shijun Liu, Li Pan

MulCanon unifies the learning objectives of these sub-tasks, and adopts a two-stage multi-task learning paradigm for training.

Clustering Knowledge Graph Embedding +1

Open Knowledge Base Canonicalization with Multi-task Unlearning

no code implementations • 25 Oct 2023 • Bingchen Liu, Shihao Hou, Weixin Zeng, Xiang Zhao, Shijun Liu, Li Pan

MulCanon unifies the learning objectives of diffusion model, KGE and clustering algorithms, and adopts a two-step multi-task learning paradigm for training.

Clustering Knowledge Graph Embedding +2

A Survey of Explainable AI and Proposal for a Discipline of Explanation Engineering

no code implementations • 20 May 2023 • Clive Gomes, Lalitha Natraj, Shijun Liu, Anushka Datta

In this survey paper, we deep dive into the field of Explainable Artificial Intelligence (XAI).

Autonomous Driving Explainable artificial intelligence +1

Market-Oriented Online Bi-Objective Service Scheduling for Pleasingly Parallel Jobs with Variable Resources in Cloud Environments

no code implementations • 17 Feb 2021 • Bingbing Zheng, Li Pan, Shijun Liu

In this paper, we study the market-oriented online bi-objective service scheduling problem for pleasingly parallel jobs with variable resources in cloud environments, from the perspective of SaaS (Software-as-as-Service) providers who provide job-execution services.

Distributed, Parallel, and Cluster Computing

Construction of Semantic Collocation Bank Based on Semantic Dependency Parsing

no code implementations • PACLIC 2015 • Shijun Liu, Yanqiu Shao, Yu Ding, Lijuan Zheng

Dependency Parsing Information Retrieval +3