Neurosymbolic Reinforcement Learning with Formally Verified Exploration

Isil Dillig , Swarat Chaudhuri , Abhinav Verma , Greg Anderson
arXiv: Learning

38
2020
Optimization and Abstraction: A Synergistic Approach for Analyzing Neural Network Robustness

Greg Anderson , Shankara Pailoor , Isil Dillig , Swarat Chaudhuri
arXiv: Programming Languages

73
2019
Learning Abstractions for Program Synthesis

Xinyu Wang , Greg Anderson , Isil Dillig , K. L. McMillan
Computer Aided Verification 407 -426

2
2018
Policy Optimization with Robustness Certificates

Chenxi Yang , Greg Anderson , Swarat Chaudhuri
arXiv preprint arXiv:2301.11374

2023
Guiding Safe Exploration with Weakest Preconditions

Greg Anderson , Swarat Chaudhuri , Isil Dillig
arXiv preprint arXiv:2209.14148

2022
Certifiably Robust Reinforcement Learning through Model-Based Abstract Interpretation

Chenxi Yang , Greg Anderson , Swarat Chaudhuri
2024 IEEE Conference on Secure and Trustworthy Machine Learning (SaTML) 233 -251

2024