Sitemap
A list of all the posts and pages found on the site. For you robots out there is an XML version available for digesting as well.
Pages
Posts
Stephen Wolfram专访Judea Pearl：从贝叶斯网络到元胞自动机
Published:
portfolio
贾湖骨笛-雄
The national characteristics map of Y chromosome (…-male-male-male-…) 
贾湖骨笛-雌
The geographic characteristics map of mtDNA (…-female-female-female-…) 
Other chromosomes
Some interesting knowledge about chromosomes.
publications
A Measurable Framework for Run-time Data Sampling in Large-scale Datacenter
Published in 2019 IEEE International Conference on Signal, Information and Data Processing (ICSIDP), 2019
Problem: Due to the huge size of data centers, limited computing resources and the requirement of low delay, it is very difficult and unrealistic to collect all the data in large-scale data centers. Solution: Propose a measurable framework for general run-time data sampling in large-scale data center by modeling underlying recovering hypothesis explicitly
Treatment Effect Identification as An Out-of-Distribution Generalization Method for Semi-Markovian Causal Model
Published in Rejected by 2022 UAI, 2022
Problem: Out-of-distribution generalization. Solution: Invariance of semi-Markovian causal model.
Learning Causal Effect for High-dimensional Observation Data with Unmeasured Confounding
Published in Rejected in QE, Computer Science Department, Hong Kong Baptist University, 2023
Problem: Learning causal effect for high-dimensional observation data with unmeasured confounding.
Evaluate Causal Models without Counterfactual on Real Data
Published in Rejected by 2023 AAAI, 2023
Problem: Evaluation of individual treatment effect prediction. Solution: Independently, identically, distributed error assumption.
A Survey of Task-driven Heterogeneous Feature Embedding and Selection
Published in Accepted in QE, Computer Science Department, Hong Kong Baptist University, 2023
Problem: heterogeneous feature processing, including heterogeneous feature embedding and heterogeneous feature selection.
A Computational Theory for Efficient Mini Agent Evaluation with Causal Guarantees
Published in Arxiv, 2025
Problem: experimental evaluation cost is too high for infinite mini angents. Solution: Use computational model to do evaluation.
talks
teaching
Complete Causal Identification Result for 3 and 4 Observed Variables with Hidden Confounder
Meeting, Computer Science Department, Hong Kong Baptist University, 2022
There are total 200 cases for 3 Observed variables with hidden confounders. All the identification result are listed; There are total 34752 cases for 4 observed variables with hidden confounders. All the identification result are also listed.