Robert J. Moss

Publication Activity (10 Years)

Years Active: 2014-2024
Publications (10 Years): 14

Top Topics

Machine Learning Systems

Monte Carlo Tree Search

Resource Allocation

Top Venues

J. Aerosp. Inf. Syst.

J. Artif. Intell. Res.

Publications

Mariia Kozlova, Robert J. Moss, Julian Scott Yeomans, Jef Caers
Uncovering heterogeneous effects in computational models for sustainable decision-making. Environ. Model. Softw. 171 (2024)
Robert J. Moss, Mykel J. Kochenderfer, Maxime Gariel, Arthur Dubois
Bayesian Safety Validation for Failure Probability Estimation of Black-Box Systems. J. Aerosp. Inf. Syst. 21 (7) (2024)
Robert J. Moss, Arec L. Jamgochian, Johannes Fischer, Anthony Corso, Mykel J. Kochenderfer
ConstrainedZero: Chance-Constrained POMDP Planning using Learned Probabilistic Failure Surrogates and Adaptive Safety Constraints. CoRR (2024)
Robert J. Moss, Mykel J. Kochenderfer, Maxime Gariel, Arthur Dubois
Bayesian Safety Validation for Black-Box Systems. CoRR (2023)
Robert J. Moss, Anthony Corso, Jef Caers, Mykel J. Kochenderfer
BetaZero: Belief-State Planning for Long-Horizon POMDPs using Learned Approximations. CoRR (2023)
Jean-Guillaume Durand, Arthur Dubois, Robert J. Moss
Formal and Practical Elements for the Certification of Machine Learning Systems. CoRR (2023)
Lisa J. Einstein, Robert J. Moss, Mykel J. Kochenderfer
Prioritizing emergency evacuations under compounding levels of uncertainty. GHTC (2022)
Lisa J. Einstein, Robert J. Moss, Mykel J. Kochenderfer
Prioritizing emergency evacuations under compounding levels of uncertainty. CoRR (2022)
Anthony Corso, Robert J. Moss, Mark Koren, Ritchie Lee, Mykel J. Kochenderfer
A Survey of Algorithms for Black-Box Safety Validation of Cyber-Physical Systems. J. Artif. Intell. Res. 72 (2021)
Robert J. Moss
POMDPStressTesting.jl: Adaptive Stress Testing for Black-Box Systems. J. Open Source Softw. 6 (60) (2021)
Robert J. Moss, Ritchie Lee, Nicholas Visser, Joachim Hochwarth, James G. Lopez, Mykel J. Kochenderfer
Adaptive Stress Testing of Trajectory Predictions in Flight Management Systems. CoRR (2020)
Anthony Corso, Robert J. Moss, Mark Koren, Ritchie Lee, Mykel J. Kochenderfer
A Survey of Algorithms for Black-Box Safety Validation. CoRR (2020)
Robert J. Moss
Cross-Entropy Method Variants for Optimization. CoRR (2020)
Adam Gjersvik, Robert J. Moss
A Parallel Simulation Approach to ACAS X Development. HPEC (2019)
Dimitris Bertsimas, J. Daniel Griffith, Vishal Gupta, Mykel J. Kochenderfer, Velibor V. Misic, Robert J. Moss
A Comparison of Monte Carlo Tree Search and Mathematical Optimization for Large Scale Dynamic Resource Allocation. CoRR (2014)