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2020 – today
- 2024
[c35]Yejiang Yang, Zihao Mo, Hoang-Dung Tran, Weiming Xiang:
A Transition System Abstraction Framework for Neural Network Dynamical System Models. ACC 2024: 388-393- [c34]Taylor T. Johnson, Diego Manzanas Lopez, Hoang-Dung Tran:
Tutorial: Safe, Secure, and Trustworthy Artificial Intelligence (AI) via Formal Verification of Neural Networks and Autonomous Cyber-Physical Systems (CPS) with NNV. DSN-S 2024: 65-66 - [i16]Yejiang Yang, Zihao Mo, Hoang-Dung Tran, Weiming Xiang:
A Transition System Abstraction Framework for Neural Network Dynamical System Models. CoRR abs/2402.11739 (2024) - 2023
- [j11]Luan Viet Nguyen
, Hoang-Dung Tran, Taylor T. Johnson, Vijay Gupta:
Decentralized Safe Control for Distributed Cyber-Physical Systems Using Real-Time Reachability Analysis. IEEE Trans. Control. Netw. Syst. 10(3): 1234-1244 (2023) - [c33]Diego Manzanas Lopez, Sung Woo Choi, Hoang-Dung Tran, Taylor T. Johnson:
NNV 2.0: The Neural Network Verification Tool. CAV (2) 2023: 397-412 - [c32]Hoang-Dung Tran, Diego Manzanas Lopez, Taylor T. Johnson:
Tutorial: Neural Network and Autonomous Cyber-Physical Systems Formal Verification for Trustworthy AI and Safe Autonomy. EMSOFT 2023: 1-2 - [c31]Hoang-Dung Tran, Sungwoo Choi, Hideki Okamoto, Bardh Hoxha, Georgios Fainekos, Danil V. Prokhorov:
Quantitative Verification for Neural Networks using ProbStars. HSCC 2023: 4:1-4:12 - [c30]Hoang-Dung Tran, Sung Woo Choi, Xiaodong Yang, Tomoya Yamaguchi, Bardh Hoxha, Danil V. Prokhorov:
Verification of Recurrent Neural Networks with Star Reachability. HSCC 2023: 6:1-6:13 - [c29]Mykhailo Ivashchenko, Sung Woo Choi, Luan Viet Nguyen, Hoang-Dung Tran:
Verifying Binary Neural Networks on Continuous Input Space using Star Reachability. FormaliSE 2023: 7-17 - 2022
- [j10]Hoang-Dung Tran, Weiming Xiang, Taylor T. Johnson:
Verification Approaches for Learning-Enabled Autonomous Cyber-Physical Systems. IEEE Des. Test 39(1): 24-34 (2022) - [j9]Hoang-Dung Tran, Luan Viet Nguyen, Patrick Musau, Weiming Xiang, Taylor T. Johnson:
Real-Time Verification for Distributed Cyber-Physical Systems. Leibniz Trans. Embed. Syst. 8(2): 07:1-07:19 (2022) - [c28]Xiaodong Yang, Tom Yamaguchi, Hoang-Dung Tran, Bardh Hoxha, Taylor T. Johnson, Danil V. Prokhorov:
Neural Network Repair with Reachability Analysis. FORMATS 2022: 221-236 - [c27]Stanley Bak, Hoang-Dung Tran:
Neural Network Compression of ACAS Xu Early Prototype Is Unsafe: Closed-Loop Verification Through Quantized State Backreachability. NFM 2022: 280-298 - [i15]Stanley Bak, Hoang-Dung Tran:
Neural Network Compression of ACAS Xu is Unsafe: Closed-Loop Verification through Quantized State Backreachability. CoRR abs/2201.06626 (2022) - 2021
- [j8]Hoang-Dung Tran, Neelanjana Pal, Diego Manzanas Lopez, Patrick Musau, Xiaodong Yang, Luan Viet Nguyen, Weiming Xiang, Stanley Bak, Taylor T. Johnson:
Verification of piecewise deep neural networks: a star set approach with zonotope pre-filter. Formal Aspects Comput. 33(4-5): 519-545 (2021) - [j7]Weiming Xiang, Hoang-Dung Tran, Xiaodong Yang, Taylor T. Johnson:
Reachable Set Estimation for Neural Network Control Systems: A Simulation-Guided Approach. IEEE Trans. Neural Networks Learn. Syst. 32(5): 1821-1830 (2021) - [c26]Hoang-Dung Tran, Neelanjana Pal, Patrick Musau, Diego Manzanas Lopez, Nathaniel Hamilton, Xiaodong Yang, Stanley Bak, Taylor T. Johnson:
Robustness Verification of Semantic Segmentation Neural Networks Using Relaxed Reachability. CAV (1) 2021: 263-286 - [c25]Xiaodong Yang, Taylor T. Johnson, Hoang-Dung Tran, Tomoya Yamaguchi, Bardh Hoxha, Danil V. Prokhorov:
Reachability analysis of deep ReLU neural networks using facet-vertex incidence. HSCC 2021: 18:1-18:7 - [i14]Xiaodong Yang, Tomoya Yamaguchi, Hoang-Dung Tran, Bardh Hoxha, Taylor T. Johnson, Danil V. Prokhorov:
Reachability Analysis of Convolutional Neural Networks. CoRR abs/2106.12074 (2021) - [i13]Xiaodong Yang, Tom Yamaguchi, Hoang-Dung Tran, Bardh Hoxha, Taylor T. Johnson, Danil V. Prokhorov:
Neural Network Repair with Reachability Analysis. CoRR abs/2108.04214 (2021) - 2020
- [c24]Taylor T. Johnson, Diego Manzanas Lopez, Patrick Musau, Hoang-Dung Tran, Elena Botoeva, Francesco Leofante, Amir Maleki, Chelsea Sidrane, Jiameng Fan, Chao Huang:
ARCH-COMP20 Category Report: Artificial Intelligence and Neural Network Control Systems (AINNCS) for Continuous and Hybrid Systems Plants. ARCH 2020: 107-139 - [c23]Hoang-Dung Tran, Xiaodong Yang, Diego Manzanas Lopez, Patrick Musau, Luan Viet Nguyen, Weiming Xiang, Stanley Bak, Taylor T. Johnson:
NNV: The Neural Network Verification Tool for Deep Neural Networks and Learning-Enabled Cyber-Physical Systems. CAV (1) 2020: 3-17 - [c22]Hoang-Dung Tran, Stanley Bak, Weiming Xiang, Taylor T. Johnson:
Verification of Deep Convolutional Neural Networks Using ImageStars. CAV (1) 2020: 18-42 - [c21]Stanley Bak, Hoang-Dung Tran, Kerianne Hobbs, Taylor T. Johnson:
Improved Geometric Path Enumeration for Verifying ReLU Neural Networks. CAV (1) 2020: 66-96 - [c20]Diego Manzanas Lopez, Patrick Musau, Nathaniel Hamilton, Hoang-Dung Tran, Taylor T. Johnson:
Case Study: Safety Verification of an Unmanned Underwater Vehicle. SP (Workshops) 2020: 189-195 - [i12]Xiaodong Yang, Hoang-Dung Tran, Weiming Xiang, Taylor T. Johnson:
Reachability Analysis for Feed-Forward Neural Networks using Face Lattices. CoRR abs/2003.01226 (2020) - [i11]Hoang-Dung Tran, Stanley Bak, Weiming Xiang, Taylor T. Johnson:
Verification of Deep Convolutional Neural Networks Using ImageStars. CoRR abs/2004.05511 (2020) - [i10]Hoang-Dung Tran, Xiaodong Yang, Diego Manzanas Lopez, Patrick Musau, Luan Viet Nguyen, Weiming Xiang, Stanley Bak, Taylor T. Johnson:
NNV: The Neural Network Verification Tool for Deep Neural Networks and Learning-Enabled Cyber-Physical Systems. CoRR abs/2004.05519 (2020) - [i9]Weiming Xiang, Hoang-Dung Tran, Xiaodong Yang, Taylor T. Johnson:
Reachable Set Estimation for Neural Network Control Systems: A Simulation-Guided Approach. CoRR abs/2004.12273 (2020)
2010 – 2019
- 2019
- [j6]Weiming Xiang, Hoang-Dung Tran, Taylor T. Johnson:
Nonconservative Lifted Convex Conditions for Stability of Discrete-Time Switched Systems Under Minimum Dwell-Time Constraint. IEEE Trans. Autom. Control. 64(8): 3407-3414 (2019) - [j5]Hoang-Dung Tran, Feiyang Cai, Diego Manzanas Lopez, Patrick Musau, Taylor T. Johnson, Xenofon D. Koutsoukos:
Safety Verification of Cyber-Physical Systems with Reinforcement Learning Control. ACM Trans. Embed. Comput. Syst. 18(5s): 105:1-105:22 (2019) - [c19]Diego Manzanas Lopez, Patrick Musau, Hoang-Dung Tran, Souradeep Dutta, Taylor J. Carpenter, Radoslav Ivanov, Taylor T. Johnson:
ARCH-COMP19 Category Report: Artificial Intelligence and Neural Network Control Systems (AINNCS) for Continuous and Hybrid Systems Plants. ARCH@CPSIoTWeek 2019: 103-119 - [c18]Diego Manzanas Lopez, Patrick Musau, Hoang-Dung Tran, Taylor T. Johnson:
Verification of Closed-loop Systems with Neural Network Controllers. ARCH@CPSIoTWeek 2019: 201-210 - [c17]Hoang-Dung Tran, Diego Manzanas Lopez, Patrick Musau, Xiaodong Yang, Luan Viet Nguyen, Weiming Xiang, Taylor T. Johnson:
Star-Based Reachability Analysis of Deep Neural Networks. FM 2019: 670-686 - [c16]Hoang-Dung Tran, Luan Viet Nguyen, Nathaniel Hamilton, Weiming Xiang, Taylor T. Johnson:
Reachability Analysis for High-Index Linear Differential Algebraic Equations. FORMATS 2019: 160-177 - [c15]Hoang-Dung Tran, Luan Viet Nguyen, Patrick Musau, Weiming Xiang, Taylor T. Johnson:
Decentralized Real-Time Safety Verification for Distributed Cyber-Physical Systems. FORTE 2019: 261-277 - [c14]Stanley Bak, Hoang-Dung Tran, Taylor T. Johnson:
Numerical verification of affine systems with up to a billion dimensions. HSCC 2019: 23-32 - [c13]Hoang-Dung Tran, Patrick Musau, Diego Manzanas Lopez, Xiaodong Yang, Luan Viet Nguyen, Weiming Xiang, Taylor T. Johnson:
Parallelizable reachability analysis algorithms for feed-forward neural networks. FormaliSE@ICSE 2019: 31-40 - [i8]Hoang-Dung Tran, Luan Viet Nguyen, Patrick Musau, Weiming Xiang, Taylor T. Johnson:
Real-Time Verification for Distributed Cyber-Physical Systems. CoRR abs/1909.09087 (2019) - 2018
- [j4]Weiming Xiang, Hoang-Dung Tran, Taylor T. Johnson:
Robust Exponential Stability and Disturbance Attenuation for Discrete-Time Switched Systems Under Arbitrary Switching. IEEE Trans. Autom. Control. 63(5): 1450-1456 (2018) - [j3]Weiming Xiang, Hoang-Dung Tran, Taylor T. Johnson:
Output Reachable Set Estimation and Verification for Multilayer Neural Networks. IEEE Trans. Neural Networks Learn. Syst. 29(11): 5777-5783 (2018) - [c12]Hoang-Dung Tran, Weiming Xiang, Stanley Bak, Taylor T. Johnson:
Reachability Analysis for One Dimensional Linear Parabolic Equations. ADHS 2018: 133-138 - [c11]Patrick Musau, Diego Manzanas Lopez, Hoang-Dung Tran, Taylor T. Johnson:
Linear Differential-Algebraic Equations (Benchmark Proposal). ARCH@ADHS 2018: 174-184 - [c10]Hoang-Dung Tran, Tianshu Bao, Taylor T. Johnson:
Discrete-Space Analysis of Partial Differential Equations. ARCH@ADHS 2018: 185-195 - [c9]Weiming Xiang, Hoang-Dung Tran, Joel A. Rosenfeld, Taylor T. Johnson:
Reachable Set Estimation and Safety Verification for Piecewise Linear Systems with Neural Network Controllers. ACC 2018: 1574-1579 - [i7]Weiming Xiang, Hoang-Dung Tran, Joel A. Rosenfeld, Taylor T. Johnson:
Reachable Set Estimation and Safety Verification for Piecewise Linear Systems with Neural Network Controllers. CoRR abs/1802.06981 (2018) - [i6]Stanley Bak, Hoang-Dung Tran, Taylor T. Johnson:
Numerical Verification of Affine Systems with up to a Billion Dimensions. CoRR abs/1804.01583 (2018) - [i5]Hoang-Dung Tran, Weiming Xiang, Nathaniel Hamilton, Taylor T. Johnson:
Simulation-Based Reachability Analysis for High-Index Large Linear Differential Algebraic Equations. CoRR abs/1804.03227 (2018) - [i4]Weiming Xiang, Hoang-Dung Tran, Taylor T. Johnson:
Specification-Guided Safety Verification for Feedforward Neural Networks. CoRR abs/1812.06161 (2018) - 2017
- [j2]Hoang-Dung Tran, Luan Viet Nguyen, Weiming Xiang, Taylor T. Johnson:
Order-reduction abstractions for safety verification of high-dimensional linear systems. Discret. Event Dyn. Syst. 27(2): 443-461 (2017) - [j1]Weiming Xiang, Hoang-Dung Tran, Taylor T. Johnson:
Output Reachable Set Estimation for Switched Linear Systems and Its Application in Safety Verification. IEEE Trans. Autom. Control. 62(10): 5380-5387 (2017) - [c8]Weiming Xiang, Hoang-Dung Tran, Taylor T. Johnson:
On reachable set estimation for discrete-time switched linear systems under arbitrary switching. ACC 2017: 4534-4539 - [c7]Hoang-Dung Tran, Luan Viet Nguyen, Weiming Xiang, Taylor T. Johnson:
Distributed Autonomous Systems. ARCH@CPSWeek 2017: 33-43 - [i3]Weiming Xiang, Hoang-Dung Tran, Taylor T. Johnson:
Output Reachable Set Estimation and Verification for Multi-Layer Neural Networks. CoRR abs/1708.03322 (2017) - [i2]Weiming Xiang, Hoang-Dung Tran, Taylor T. Johnson:
Reachable Set Computation and Safety Verification for Neural Networks with ReLU Activations. CoRR abs/1712.08163 (2017) - 2016
- [c6]Parasara Sridhar Duggirala, Chuchu Fan, Matthew Potok, Bolun Qi, Sayan Mitra, Mahesh Viswanathan, Stanley Bak, Sergiy Bogomolov, Taylor T. Johnson, Luan Viet Nguyen, Christian Schilling, Andrew Sogokon, Hoang-Dung Tran, Weiming Xiang:
Tutorial: Software tools for hybrid systems verification, transformation, and synthesis: C2E2, HyST, and TuLiP. CCA 2016: 1024-1029 - [c5]Weiming Xiang, Hoang-Dung Tran, Taylor T. Johnson:
Reachable set estimation and control for switched linear systems with dwell-time restriction. CDC 2016: 7246-7251 - [c4]Hoang-Dung Tran, Luan Viet Nguyen, Taylor T. Johnson:
Large-Scale Linear Systems from Order-Reduction. ARCH@CPSWeek 2016: 60-67 - [c3]Ha Huy Cuong Nguyen, Hoang-Dung Tran, Doan Van Thang, Vu Thi Phuong Anh:
Deadlock Avoidance for Resource Allocation Model V VM-out-of-N PM. ICCASA 2016: 172-182 - [i1]Hoang-Dung Tran, Luan Viet Nguyen, Weiming Xiang, Taylor T. Johnson:
Order-Reduction Abstractions for Safety Verification of High-Dimensional Linear Systems. CoRR abs/1602.06417 (2016) - 2015
- [c2]Hoang-Dung Tran, Luan Viet Nguyen, Taylor T. Johnson:
Benchmark: A Nonlinear Reachability Analysis Test Set from Numerical Analysis. ARCH@CPSWeek 2015: 89-97 - 2014
- [c1]Hoang-Dung Tran, Quang Phuc Ha, Quang-Vinh Dang:
Guaranteed cost static output feedback for networked control systems. ICARCV 2014: 1267-1272
Coauthor Index
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