Search Results for author: Zhe Hou

Found 5 papers, 0 papers with code

MUC-driven Feature Importance Measurement and Adversarial Analysis for Random Forest

no code implementations25 Feb 2022 Shucen Ma, Jianqi Shi, Yanhong Huang, Shengchao Qin, Zhe Hou

The broad adoption of Machine Learning (ML) in security-critical fields demands the explainability of the approach.

Feature Importance Logical Reasoning

An Executable Formal Model of the VHDL in Isabelle/HOL

no code implementations8 Feb 2022 Wilayat Khan, Zhe Hou, David Sanan, Jamel Nebhen, Yang Liu, Alwen Tiu

To enable formal reasoning in one of the most commonly used description language VHDL, we define a formal model of the VHDL language in Isabelle/HOL.

GRAVITAS: A Model Checking Based Planning and Goal Reasoning Framework for Autonomous Systems

no code implementations3 Oct 2019 Hadrien Bride, Jin Song Dong, Ryan Green, Zhe Hou, Brendan Mahony, Martin Oxenham

We follow the "verification as planning" paradigm and propose to use model checking techniques to solve planning and goal reasoning problems for autonomous systems.

Silas: High Performance, Explainable and Verifiable Machine Learning

no code implementations3 Oct 2019 Hadrien Bride, Zhe Hou, Jie Dong, Jin Song Dong, Ali Mirjalili

This paper introduces a new classification tool named Silas, which is built to provide a more transparent and dependable data analytics service.

BIG-bench Machine Learning Decision Making +2

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