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Joseph Scott
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Discovering symmetry invariants and conserved quantities by interpreting siamese neural networks
SJ Wetzel, RG Melko, J Scott, M Panju, V Ganesh
Physical Review Research 2 (3), 033499, 2020
862020
MachSMT: A Machine Learning-based Algorithm Selector for SMT Solvers
J Scott, A Niemetz, M Preiner, S Nejati, V Ganesh
Tools and Algorithms for the Construction and Analysis of Systems 12652, 303, 2021
382021
xai-gan: Enhancing generative adversarial networks via explainable ai systems
V Nagisetty, L Graves, J Scott, V Ganesh
arXiv preprint arXiv:2002.10438, 2020
282020
Logic guided genetic algorithms
D Ashok, J Scott, S Wetzel, M Panju, V Ganesh
arXiv preprint arXiv:2010.11328, 2020
26*2020
Banditfuzz: A reinforcement-learning based performance fuzzer for smt solvers
J Scott, F Mora, V Ganesh
Software Verification: 12th International Conference, VSTTE 2020, and 13th …, 2020
23*2020
A propagation rate based splitting heuristic for divide-and-conquer solvers
S Nejati, Z Newsham, J Scott, JH Liang, C Gebotys, P Poupart, V Ganesh
Theory and Applications of Satisfiability Testing–SAT 2017: 20th …, 2017
232017
BanditFuzz: fuzzing SMT solvers with multi-agent reinforcement learning
J Scott, T Sudula, H Rehman, F Mora, V Ganesh
International Symposium on Formal Methods, 103-121, 2021
212021
Algorithm Selection for SMT
J Scott, A Niemetz, M Preiner, S Nejati, V Ganesh
International Journal on Software Tools for Technology Transfer, 1-21, 2023
11*2023
LGML: Logic Guided Machine Learning
J Scott, M Panju, V Ganesh
Proceedings of the AAAI Conference on Artificial Intelligence 34 (10), 13909 …, 2020
112020
Integrated genomic approaches identify major pathways and upstream regulators in late onset Alzheimer’s disease. Sci Rep 5: 12393
X Li, J Long, T He, R Belshaw, J Scott
52015
xAI-GAN: enhancing generative adversarial networks via explainable AI systems (2020)
V Nagisetty, L Graves, J Scott, V Ganesh
DOI: https://doi. org/10.48550/arxiv, 2002
52002
BertRLFuzzer: A BERT and reinforcement learning based fuzzer
P Jha, J Scott, JS Ganeshna, M Singh, V Ganesh
arXiv preprint arXiv:2305.12534, 2023
42023
Goose: A Meta-Solver for Deep Neural Network Verification.
J Scott, G Pan, EB Khalil, V Ganesh
SMT, 99-113, 2022
42022
BertRLFuzzer: A BERT and Reinforcement Learning Based Fuzzer (Student Abstract)
P Jha, J Scott, JS Ganeshna, M Singh, V Ganesh
Proceedings of the AAAI Conference on Artificial Intelligence 38 (21), 23521 …, 2024
32024
An algorithm selection approach for qf fp solvers
J Scott, P Poupart, V Ganesh
17th International Workshop on Satisfiability Modulo Theories, 2019
32019
Publisher Correction: Algorithm selection for SMT
J Scott, A Niemetz, M Preiner, S Nejati, V Ganesh
International Journal on Software Tools for Technology Transfer 25 (5), 799-800, 2023
12023
Meta-Solving via Machine Learning for Automated Reasoning
J Scott
University of Waterloo, 2024
2024
Algorithm selection for SMT (vol 25, pg 219, 2023)
J Scott, A Niemetz, M Preiner, S Nejati, V Ganesh
INTERNATIONAL JOURNAL ON SOFTWARE TOOLS FOR TECHNOLOGY TRANSFER 25 (5-6 …, 2023
2023
Pierce: A Testing Tool for Neural Network Verification Solvers
J Scott, G Pan, P Jha, EB Khalil, V Ganesh
International Conference on Verified Software: Theories, Tools, and …, 2023
2023
Systematic Analysis and Biomarker Study for Alzheimer's Disease
H Wang, J Long, G Pan, T He, O Anichtchik, R Belshaw, D Albani, ...
Nature Research (part of Springer Nature), 2018
2018
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